2015-06-08 11:04:25 majinlei121 阅读数 3313


Colorization and Color Transfer(图像上色和颜色迁移)

Semantic Colorization with Internet Images, Chia et al. SIGGRAPH ASIA 2011
Color Harmonization, Cohen-Or, Sorkine, Gal, Leyvand, and Xu. Web Page
Computing the alpha-Channel with Probabilistic Segmentation for Image Colorization, Dalmau-Cedeno, Rivera, and Mayorga
Bayesian Color Constancy Revisited, Gehler, Rother, Blake, Minka, and Sharp
Color2Gray: Salience-Preserving Color Removal, Gooch, Olsen, Tumblin, and Gooch
Color Conceptualization, Hou and Zhang
Light Mixture Estimation for Spatially Varying White Balance, Hsu, Mertens, Paris, Avidan, and Durand. Web Page
Bayesian Correction of Image Intensity with Spatial Consideration, Jia, Sun, Tang, and Shum
Robust Color-to-gray via Nonlinear Global Mapping, Kim, Jang, Demouth, and Lee. SIGGRAPH Asia 2009 Web Page
Variational Models for Image Colorization via Chromaticity and Brightness Decomposition, Kang and March
Colorization using Optimization, Levin, Lischinski, and Weiss
Intrinsic Colorization, Liu et al. SIGGRAPH ASIA 2008 Web Page
N-Dimensional Probability Density Function Transfer and Its Application to Colour Transfer, Pitie et al.
Automated Colour Grading using Colour Distribution Transfer, Pitie et al.
Color by Linear Neighborhood Embedding, Qiu and Guan
Manga Colorization, Qu, Wong, and Heng
Color Transfer between Images, Reinhard, Ashikhmin, Gooch, and Shirley
Local Color Transfer via Probabilistic Segmentation by Expectation-Maximization, Tai, Jia, and Tang
Data-Driven Image Color Theme Enhancement, Wang, Yu, Wong, Chen, and Xu. SIGGRAPH Asia 2010 Web Page
Color Transfer in Correlated Color Space, Xiao and Ma
Fast Image and Video Colorization using Chrominance Blending, Yatziv and Sapiro

Texture Synthesis and Inpainting(纹理和成和修复)

Seam Carving for Content-Aware Image Resizing, Avidan and Shamir. Wikipedia
Synthesizing Natural Textures, Ashikhmin
PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing, Barnes, Shechtman, Finkelstein, and Goldman. SIGGRAPH 2009. Web Page
Image Inpainting, Bertalmio, Sapiro, Caselles, and Ballester
Video Watercolorization using Bidirectional Texture Advection, Bousseau, Neyret, Thollot, and Salesin
Camouflage Images, Chu et al. SIGGRAPH 2010 Web Page
Object Removal by Exemplar-Based Inpainting, Criminisi, Perez, and Toyama
Weiming DONG's web page contains useful information about texture synthesis and image resizing
Image Quilting for Texture Synthesis and Transfer, Efros and Freeman
Texture Synthesis by Non-parametric Sampling, Efros and Leung
RotoTexture: Automated Tools for Texturing Raw Video, Fang and Hart
Textureshop: Texture Synthesis as a Photograph Editing Tool, Fang and Hart
Multiscale Texture Synthesis, Han, Risser, Ramamoorthi, and Grinspun
Scene Completion Using Millions of Photographs, Hays and Efros
Image Analogies, Hertzmann, Jacobs, Oliver, Curless, and Salesin
Graphcut Textures: Image and Video Synthesis Using Graph Cuts, Kwatra , Schodl , Essa , Turk, and Bobick
Improved Seam Carving for Video Retargeting, Rubinstein, Shamir, and Avidan. Video
Multi-operator Media Retargeting, Rubinstein, Shamir, and Avidan. SIGGRAPH 2009. Web Page
Fields of Experts: A Framework for Learning Image Priors, Roth and Black
Curvature Regularity for Region-based Image Segmentation and Inpainting: A Linear Programming Relaxation, Schoenemann, Kahl, and Cremers. ICCV 2009.
Fast Texture Synthesis using Tree-structured Vector Quantization, Wei and Levoy
Non-homogeneous Content-driven Video-retargeting, Wolf, Guttmann, and Cohen-Or
Feature Matching and Deformation for Texture Synthesis, Wu and Yu

HDR and Tone Mapping(高动态范围成像和色调映射)

Do HDR Displays Support LDR Content? A Psychophysical Evaluation, Akyu"z, Reinhard, Fleming, Riecke, Bu"lthoff
Two-scale Tone Management for Photographic Look, Bae, Paris, and Durand
Real-time Edge-Aware Image Processing with the Bilateral Grid, Chen, Paris, Durand
Recovering High Dynamic Range Radiance Maps from Photographs, Debevec and Malik
Fast Bilateral Filtering for the Display of High-Dynamic-Range Images, Durand and Dorsey
Edge-Preserving Decompositions for Multi-Scale Tone and Detail Manipulation, Farbman, Fattal, Lischinski, and Szeliski. SIGGRAPH 2009. Web Page
Optimal HDR reconstruction with linear digital cameras, Granados et al., CVPR 2010.
Gradient Domain High Dynamic Range Compression, Fattal, Lischinski, and Werman
Modeling Human Color Perception under Extended Luminance Levels, Kim, Weyrich, and Kautz. SIGGRAPH 2009. Web Page
Perceptually Based Tone Mapping for Low-Light Conditions, Kirk and O'Brien. SIGGRAPH 2011. Web Page
Compressing and Companding High Dynamic Range Images with Subband Architectures, Li, Sharan, and Adelson
Radiometric Calibration Using a Single Image Lin, Gu, Yamazaki, and Shum
Determining the Radiometric Response Function from a Single Grayscale Image, Lin and Zhang
Interactive Local Adjustment of Tonal Values, Lischinski, Farbman, Uyttendaele, and Szeliski. Web Page
Exposure Fusion, Mertens, Kautz, Van Reeth
Radiometric Self Calibration, Mitsunaga and Nayar
Photographic Tone Reproduction for Digital Images, Reinhard, Stark, Shirley and Ferwerda
Ldr2Hdr: On-the-Fly Reverse Tone Mapping of Legacy Video and Photographs, Rempel, Trentacoste, Seetzen, Young, Heidrich, Whitehead, and Ward
High Dynamic Range Image Hallucination, Wang, Wei, Zhou, Guo, and Shum
Fast, Robust Image Registration for Compositing High Dynamic Range Photographs from Hand-Held Exposures, Ward

Intrinsic Images(本征图像)

Removing Photography Artifacts using Gradient Projection and Flash-Exposure Sampling, Agrawal, Raskar, Nayar, and Li
User-Assisted Intrinsic Images, Bousseau, Paris, and Durand. SIGGRAPH Asia 2009. Web Page
Flash Photography Enhancement via Intrinsic Relighting, Eisemann and Durand
Bayesian Model of Surface Perception, Freeman and Viola
Detecting Illumination in Images, Finlayson, Fredembach, and Drew
Ground Truth Dataset and Baseline Evaluations for Intrinsic Image AlgorithmsGrosse, Johnson, Adelson, and Freeman. ICCV 2009.
A Variational Framework for Retinex, Kimmel, Elad, Shaked, Keshet, and Sobel
Dark Flash Photography, Krishnan amd Fergus. SIGGRAPH 2009. Web Page
Lightness and Retinex Theory, Land and McCann
Estimating Intrinsic Images from Image Sequenceswith Biased Illumination, Matsushita, Lin, Kang, Shum. ECCV 2004
Post-production Facial Performance Relighting using Reflectance Transfer, Peers, Tamura, Matusik, and Debevec
Separation of Highlight Reflections from Textured Surfaces, Tan, Lin, and Quan
Recovering Intrinsic Images from a Single Image, Tappen, Freeman, and Adelson
Estimating Intrinsic Component Images using Non-Linear Regression, Tappen, Adelson, and Freeman
Deriving Intrinsic Images from Image Sequences, Weiss

Deblurring, Denoising, and Super-Resolution(图像去模糊,去噪和超分辨率)

Reinterpretable Imager: Towards Variable Post Capture Space, Angle & Time Resolution in Photography, Agrawal, Veeraraghavan, and Raskar. Eurographics 2010.
Invertible Motion Blur in Video, Agrawal, Xu, and Raskar. SIGGRAPH 2009.
Optimal Single Image Capture for Motion Deblurring, Agrawal and Raskar. CVPR 2009.
Coded Exposure Deblurring: Optimized Codes for PSF Estimation and Invertibility, Agrawal and Xu. CVPR 2009.
A Non-local Algorithm for Image Denoising, Buades, Coll, and Morel.
Analyzing Spatially-varying Blur, Chakrabarti, Zickler, and Freeman. CVPR 2010.
Fast Motion Deblurring, Cho and Lee. SIGGRAPH Asia 2009. Web Page
Motion Blur Removal with Orthogonal Parabolic Exposures, Cho, Levin, Durand, and Freeman. CVPR 2010. Web Page
Handling Outliers in Non-Blind Image Deconvolution, Cho, Wang, and Lee. ICCV 2011. Web Page
Display supersampling, Damera-Venkata and Chang
Image Upsampling Via Imposed Edge Statistics, Fattal
Single Image Dehazing, Fattal.    Web Page   Demo Code
Multiscale Shape and Detail Enhancement from Multi-light Image Collections, Fattal, Agrawala, and Rusinkiewicz
Removing Camera Shake from a Single Image, Fergus, Singh, Hertzmann, Roweis, and Freeman
Example-Based Super-Resolution, Freeman, Jones, and Pasztor
Space-Variant Single-Image Blind Deconvolution for Removing Camera Shake, Harmeling, Hirsch, and Scholkopf
Multiframe Blind Deconvolution, Super-Resolution, and Saturation Correction via Incremental EM, Harmeling, Sra, Hirsch, and Scholkopf
Single Image Haze Removal Using Dark Channel Prior, He, Sun, Tang. CVPR 2009.
Image Deblurring and Denoising using Color Priors, Joshi, Zitnick, Szeliski, and Kriegman. CVPR 2009. Web Page
Image Deblurring using Inertial Measurement Sensors, Joshi, Kang, Zitnick, and Szeliski. SIGGRAPH 2010. Web Page
Joint Bilateral Upsampling, Kopf, Cohen, Lischinski, Uyttendaele
Blind Deconvolution using a Normalized Sparsity Measure, Krishnan, Tay, and Fergus. CVPR 2011. Web Page
Blind Motion Deblurring Using Image Statistics, Levin
Image and Depth from a Conventional Camera with a Coded Aperture, Levin, Fergus, Durand, Freeman 
Sparse Deconvolution
4D Frequency Analysis of Computational Cameras for Depth of Field Extension, Levin, Hasinoff, Green, Durand, and Freeman. SIGGRAPH 2009. Web Page
Motion-Invariant Photography, Levin, Sand, Cho, Durand, Freeman. SIGGRAPH 2008. Web Page
Noise Estimation from a Single Image, Liu, Freeman, Szeliski, and Kang
Image Magnification Using Level-Set Reconstruction, Morse and Schwartzwald
Bayesian Image Super-Resolution, Continued, Pickup, Capely, Roberts, and Zisserman
Fast Image/Video Upsampling, Shan, Li, Jia, and Tang. Web Page
High-quality Motion Deblurring from a Single Image, Shan, Jia, and Argarwala. Web Page
Image Super-resolution using Gradient Profile Prior, Sun, Sun, Xu, and Shum.
Deblurring Using Regularized Locally-Adaptive Kernel Regression, Takeda, Farsiu, and Milanfar. Web Page
Kernel Regression for Image Processing and Reconstruction, Takeda, Farsiu, Milanfar. Web Page
Exploiting the Sparse Derivative Prior for Super-Resolution and Image Demosaicing, Tappen, Russell, and Freeman
Bayesian Image Super-Resolution, Tipping and Bishop
Non-uniform Deblurring for Shaken Images, Whyte, Sivic, Zisserman, and Ponce. CVPR 2010
Deblurring Shaken and Partially Saturated Images, Whyte, Sivic, and Zisserman. ICCP 2012
Image Super-Resolution via Sparse Representation, Yang, Wright, Huang, and Ma 
Image Super-resolution as Sparse Representation of Raw Image Patches Code
Image Deblurring with Blurred/Noisy Image Pairs, Yuan, Sun, Quan, and Shum
Progressive Inter-scale and intra-scale Non-blind Image Deconvolution, Yuan, Sun, Quan, and Shum
Denoising vs. Deblurring: HDR Imaging Techniques Using Moving Cameras, Zhang, Deshpande, and Chen. CVPR 2010. Web Page
Robust Flash Deblurring, Zhuo and Sim. CVPR 2010. Web Page

Matting and Editing(抠图和图像编辑)

Interactive Digital Photomontage, Agarwala, Dontcheva, Agrawala, Drucker, Colburn, Curless, Salesin, and Cohen
Video SnapCut: Robust Video Object Cutout Using Localized Classifiers, Bai, Wang, Simons, and Saprio. SIGGRAPH 2009. Web Page
PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing, Barnes, Shechtman, Finkelstein, and Goldman. SIGGRAPH 2009. Web Page
Face Swapping: Automatically Replacing Faces in Photographs, Bitouk, Kumar, Dhillon, Belhumeur, and Nayar. SIGGRAPH 2008. Web Page
The Patch Transform and Its Applications to Image Editing, Cho, Butman, Avidan, and Freeman. Web Page
A Bayesian Approach to Digital Matting, Chuang, Curless, Salesin, and Szeliski
Geodesic Image and Video Editing, Criminisi, Sharp, Rother, and Perez. SIGGRAPH 2011.
Coordinates for Instant Image Cloning, Farbman, Hoffer, Lipman, Cohen-Or, and Lischinski. SIGGRAPH 2009. Web Page
Shared Sampling for Real-Time Alpha Matting, Gastal and Oliveira. Eurographics 2010. Web Page
Geodesic Star Convexity for Interactive Image Segmentation, Gulshan, Rother, Criminisi, Blake, and Zisserman. CVPR 2010. Web Page and Code
A Global Sampling Method for Alpha Matting, He, Rhemann, Rother, Tang, Sun. CVPR 2011.
Guided Image Filtering, He, Sun, Tang. ECCV 2011. Code
Light Mixture Estimation for Spatially Varying White Balance, Hsu, Mertens, Paris, Avidan, and Durand. Web Page
Arcimboldo-like Collage Using Internet Images, Huang, Zhang, and Zhang. Web Page
Drag-and-Drop Pasting, Jia, Sun, Tang, and Shum. Web Page
Exploring Photobios, Kemelmacher-Shlizerman, Shechtman, Garg, Seitz. SIGGRAPH 2011. Web Page
Seamless Image Stitching in the Gradient Domain, Levin, Zomet, Peleg, and WeissPhoto Clip Art, Lalonde, Hoiem, Efros, Rother, Winn, and Criminisi
A Closed Form Solution to Natural Image Matting, Levin, Lischinski, and Weiss Code
Spectral Matting, Levin, Rav-Acha, and Lischinski
Paint Selection, Liu, Sun, and Shum. SIGGRAPH 2009.
Poisson Image Editing, Perez, Gangnet, and Blake
A Perceptually Motivated Online Benchmark for Image Matting, Rhemann, Rother, Wang, Gelautz, Kohli, and Rott. Web Page
A Spatially Varying PSF-based Prior for Alpha Matting, Rhemann, Rother, Kohli, and Gelautz. CVPR 2010.
AutoCollage, Rother, Bordeaux, Hamadi, and Blake
Alpha Estimation in Natural Images, Ruzon and Tomasi
New Appearance Models for Natural Image Matting, Singaraju, Rother, and Rhemann
Interactive Editing of Massive Imagery Made Simple: Turning Atlanta into Atlantis, Summa, Scorzelli, Jiang, Bremer, and Pascucci. SIGGRAPH 2011. Web Page
Flash Matting, Sun, Li, Kang, and Shum
Fast Poisson Blending Using Multi-splines, Szeliski, Uyttendaele, and Steedly. ICCP 2011.
Soft Scissors : An Interactive Tool for Realtime High Quality Matting, Wang, Agrawala, and Cohen
Image and Video Matting: A Survey, Wang and Cohen

Warping and Morphing(图像扭曲和变形)

As-Rigid-As-Possible Shape Interpolation, Alexa, Cohen-Or, and Levin
Feature-Based Image Metamorphosis, Beier and Neely
Optimizing Content-Preserving Projections for Wide-Angle Images, Carroll, Agrawala, and Agarwala. SIGGRAPH 2009. Web Page
Detail Preserving Shape Deformation in Image Editing, Fang and Hart
Feature-Aware Texturing, Gal, Sorkine, and Cohen-Or
As-Rigid-As-Possible Shape Manipulation, Igarashi, Moscovich, and Hughes
Polymorph: Morphing Among Multiple Images , Lee, Wolberg, and Shin
Content-Preserving Warps for 3D Video Stabilization, Liu, Gleicher, Jin and Agarwala. SIGGRAPH 2009. Web Page
Moving Gradients: A Path-Based Method for Plausible Image Interpolation, Mahajan, Huang, Matusik, Ramamoorthi, and Belhumeur. SIGGRAPH 2009
Multi-operator Media Retargeting, Rubinstein, Shamir, and Avidan. SIGGRAPH 2009. Web Page
Regenerative Morphing, Shechtman, Rav-Acha, Irani, and Seitz. CVPR 2010. Web Page
Image Morphing: A Survey , Wolberg

Useful Techniques(其他相关技术)

Gaussian KD-Trees for Fast High-Dimensional Filtering, Adams, Gelfand, Dolson, and Levoy. SIGGRAPH 2009. Web Page
Fast High-Dimensional Filtering Using the Permutohedral Lattice, Adams, Baek, and Davis. Eurographics 2010. Web Page
Fast Approximate Energy Minimization via Graph Cuts, Boykov, Veksler, and Zabih
Edge-Avoiding Wavelets and thier Applications, Fattal Web Page
Graphical Models: Probabilistic Inference , Jordan and Weiss
Loopy Belief Propagation for Approximate Inference: An Empirical Study , Murphy, Weiss, and Jordan
Bilateral Filtering: Papers, Resources, Applications, Paris and Durand
Constant time O(1) bilateral filtering Porikli
Image Alignment and Stitching: A Tutorial, Szeliski
Bilateral Filtering for Gray and Color Images, Tomasi and Manduchi
Image Smoothing via L0 Gradient Minimization, Xu, Lu, Xu, and Jia. SIGGRAPH Asia 2011. Web Page
Real-Time O(1) Bilateral Filtering, Yang, Tan and Ahuja Source Code
SVM for Edge-Preserving Filtering, Yang, Wang and Ahuja

... and Beyond

Photographing long scenes with multi-viewpoint panoramas, Agarwala, Agrawala, Cohen, Salesin, and Szeliski
Video Face Replacement, Dale et al. SIGGRAPH ASIA 2011. Web Page
Convolution Pyramids, Farbman, Fattal, and Lischinski. SIGGRAPH ASIA 2011.
Candid Portrait Selection from Video, Fiss, Argarwala, and Curless. SIGGRAPH ASIA 2011. Web Page
Image-Based Rendering Using Image-Based Priors, Fitzgibbon, Wexler, and Zisserman
"GrabCut"--Interactive Foreground Extraction using Iterated Graph Cuts, Rother, Kolmogorov, and Blake Web Page
Photo Tourism: Exploring Photo Collections in 3D, Snavely, Seitz, and Szeliski Web Page

Books for General Reference

Digital Image Processing, Second Edition, Gonzalez and Woods
Computer Vision: A Modern Approach, Forsyth and Ponce
The Art and Science of Digital Compositing, Brinkmann
Multiple View Geometry in Computer Vision, Hartley and Zisserman
Linear Algebra and Its Applications, Strang
Computer Vision: Algorithms and Applications, Richard Szeliski

2019-04-17 20:06:51 qq_42724402 阅读数 229
2016-04-15 13:36:30 j_study 阅读数 2007





2018-08-29 17:11:36 qq_36396749 阅读数 503







  1. 从实例、类别、语义三个层次对物体分类与检测研究中存在的困难与挑战进行了阐述。
  2. 该文以物体检测和分类方面的典型数据库和国际视觉算法竞赛PASCAL VOC竞赛为主线对近年来物体分类与检测的发展脉络进行了梳理与总结,指出表达学习和结构学习在于物体分类与检测中占有重要的地位。
  3. 最后文中对物体分类与检测的发展方向进行了思考和讨论,探讨了图像物体识别中下一步研究可能的方向。








       物体分类及检测的发展历程在论文中以PASCAL VOC竞赛的进展为主线,文中阐述了三种方法和其过程。分类和检测之间的最大不同为是否表达物体结构,物体的分类方法侧重于学习特征表达,典型的有词包模型和深度学习模型,物体的检测则侧重于结构学习,如形变检测模型。

  1. 词包模型,由4部分组成标准物分类框架步骤:
  • 底层特征提取:方式有基于趣点检测算法和采用密集提取两种。兴趣点检测算法是特征和定义明确的像素点、边缘、角点、区块等(典型的兴趣点算子有:Harris角点检测子、FAST算子、DoG等)。密集提取方法较多的被采用,是指在图像中按固定的步长、尺度提取大量的局部特征描述。优势是能获取更多的信息(典型局部特征包括:SIFT、HOG、LBP)
  • 特征编码:使用特征变换对底层特征进行编码,获取更明显的特征。(重要算法有:向量量化编码、核词典编码、稀疏编码、局部线性约束编码、显著性编码、Fisher向量编码、超向量编码等)
  • 特征汇聚:即特征集整合(空间金字塔匹配)
  • 使用支持向量机等分类器:学习一个分类器对图像进行分类(支持向量机(支持向量机中也有分类,主要为线性支持向量机?)、K近邻、神经网络、随机森林等)
  1. 深度学习模型,主流的深度学习模型包括:自动编码器y(由编码器和解码器组成,是一种特征重组)、受限玻尔兹曼机(是一种无向的二分图模型,采用对比散度算法进行模型学习(算法与模型学习如何承接,方法与模型呢?))、深度信念网络(是一种层次化的无向模型)、卷积神经网络(是ANN中的一种前馈人工神经网络,最初应用于数字手写识别,包括卷积层和汇聚层(池化层?)。个人理解为多层的不同部分识别)、生物启发式模型等。
  2. 物体检测方法如图:(截自论文表3)








2019-12-06 02:31:05 weixin_40400177 阅读数 11370


Title Conf Code Stars
Video-to-Video Synthesis NIPS code 5578
Deep Image Prior CVPR code 3736
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation CVPR code 3405
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network ECCV code 2434
Learning to See in the Dark CVPR code 2326
Glow: Generative Flow with Invertible 1x1 Convolutions NIPS code 2088
Squeeze-and-Excitation Networks CVPR code 1477
Efficient Neural Architecture Search via Parameters Sharing ICML code 1382
Multimodal Unsupervised Image-to-image Translation ECCV code 1296
Non-Local Neural Networks CVPR code 992
Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet? CVPR code 924
Single-Shot Refinement Neural Network for Object Detection CVPR code 875
Image Generation From Scene Graphs CVPR code 851
GANimation: Anatomically-aware Facial Animation from a Single Image ECCV code 772
Simple Baselines for Human Pose Estimation and Tracking ECCV code 752
Visualizing the Loss Landscape of Neural Nets NIPS code 724
Detect-and-Track: Efficient Pose Estimation in Videos CVPR code 650
Relation Networks for Object Detection CVPR code 635
Generative Image Inpainting With Contextual Attention CVPR code 609
PointCNN NIPS code 607
Look at Boundary: A Boundary-Aware Face Alignment Algorithm CVPR code 575
Pelee: A Real-Time Object Detection System on Mobile Devices NIPS code 548
Distractor-aware Siamese Networks for Visual Object Tracking ECCV code 545
Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples ICML code 535
Which Training Methods for GANs do actually Converge? ICML code 520
End-to-End Recovery of Human Shape and Pose CVPR code 502
Taskonomy: Disentangling Task Transfer Learning CVPR code 502
Cascaded Pyramid Network for Multi-Person Pose Estimation CVPR code 497
Neural 3D Mesh Renderer CVPR code 489
Zero-Shot Recognition via Semantic Embeddings and Knowledge Graphs CVPR code 489
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs CVPR code 485
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric CVPR code 447
Frustum PointNets for 3D Object Detection From RGB-D Data CVPR code 434
The Lovász-Softmax Loss: A Tractable Surrogate for the Optimization of the Intersection-Over-Union Measure in Neural Networks CVPR code 416
ICNet for Real-Time Semantic Segmentation on High-Resolution Images ECCV code 415
PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume CVPR code 398
Efficient Interactive Annotation of Segmentation Datasets With Polygon-RNN++ CVPR code 397
Gibson Env: Real-World Perception for Embodied Agents CVPR code 385
Acquisition of Localization Confidence for Accurate Object Detection ECCV code 384
Noise2Noise: Learning Image Restoration without Clean Data ICML code 370
GeoNet: Geometric Neural Network for Joint Depth and Surface Normal Estimation CVPR code 359
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Pose CVPR code 359
A Style-Aware Content Loss for Real-time HD Style Transfer ECCV code 349
Soccer on Your Tabletop CVPR code 338
Pyramid Stereo Matching Network CVPR code 335
Neural Baby Talk CVPR code 332
License Plate Detection and Recognition in Unconstrained Scenarios ECCV code 326
Supervision-by-Registration: An Unsupervised Approach to Improve the Precision of Facial Landmark Detectors CVPR code 326
Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images ECCV code 323
Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning CVPR code 317
Fast End-to-End Trainable Guided Filter CVPR code 312
Deep Clustering for Unsupervised Learning of Visual Features ECCV code 302
Deep Photo Enhancer: Unpaired Learning for Image Enhancement From Photographs With GANs CVPR code 294
Neural Relational Inference for Interacting Systems ICML code 289
Adversarially Regularized Autoencoders ICML code 282
Learning to Adapt Structured Output Space for Semantic Segmentation CVPR code 280
Convolutional Neural Networks With Alternately Updated Clique CVPR code 272
Learning to Segment Every Thing CVPR code 269
Supervising Unsupervised Learning NIPS code 262
LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation CVPR code 261
Bilinear Attention Networks NIPS code 258
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation ECCV code 254
An intriguing failing of convolutional neural networks and the CoordConv solution NIPS code 249
End-to-End Learning of Motion Representation for Video Understanding CVPR code 238
Image Super-Resolution Using Very Deep Residual Channel Attention Networks ECCV code 234
Iterative Visual Reasoning Beyond Convolutions CVPR code 228
Semi-Parametric Image Synthesis CVPR code 226
Compressed Video Action Recognition CVPR code 225
Style Aggregated Network for Facial Landmark Detection CVPR code 223
Pose-Robust Face Recognition via Deep Residual Equivariant Mapping CVPR code 220
Multi-Content GAN for Few-Shot Font Style Transfer CVPR code 218
GraphRNN: Generating Realistic Graphs with Deep Auto-regressive Models ICML code 214
Referring Relationships CVPR code 210
MoCoGAN: Decomposing Motion and Content for Video Generation CVPR code 205
Latent Alignment and Variational Attention NIPS code 204
LayoutNet: Reconstructing the 3D Room Layout From a Single RGB Image CVPR code 202
Large-Scale Point Cloud Semantic Segmentation With Superpoint Graphs CVPR code 197
An End-to-End TextSpotter With Explicit Alignment and Attention CVPR code 195
DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks CVPR code 189
SPLATNet: Sparse Lattice Networks for Point Cloud Processing CVPR code 188
Attentive Generative Adversarial Network for Raindrop Removal From a Single Image CVPR code 186
Single View Stereo Matching CVPR code 182
MegaDepth: Learning Single-View Depth Prediction From Internet Photos CVPR code 181
ECO: Efficient Convolutional Network for Online Video Understanding ECCV code 180
Unsupervised Feature Learning via Non-Parametric Instance Discrimination CVPR code 180
ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing CVPR code 179
Video Based Reconstruction of 3D People Models CVPR code 179
Social GAN: Socially Acceptable Trajectories With Generative Adversarial Networks CVPR code 178
Learning Category-Specific Mesh Reconstruction from Image Collections ECCV code 176
Realistic Evaluation of Deep Semi-Supervised Learning Algorithms NIPS code 175
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation ECCV code 175
Group Normalization ECCV code 175
Real-Time Seamless Single Shot 6D Object Pose Prediction CVPR code 174
MVSNet: Depth Inference for Unstructured Multi-view Stereo ECCV code 174
Neural Motifs: Scene Graph Parsing With Global Context CVPR code 171
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations CVPR code 169
Optimizing Video Object Detection via a Scale-Time Lattice CVPR code 168
MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network ECCV code 167
Unsupervised Cross-Dataset Person Re-Identification by Transfer Learning of Spatial-Temporal Patterns CVPR code 166
Weakly Supervised Instance Segmentation Using Class Peak Response CVPR code 166
PlaneNet: Piece-Wise Planar Reconstruction From a Single RGB Image CVPR code 164
Residual Dense Network for Image Super-Resolution CVPR code 163
Embodied Question Answering CVPR code 162
Evolved Policy Gradients NIPS code 160
Camera Style Adaptation for Person Re-Identification CVPR code 159
Weakly and Semi Supervised Human Body Part Parsing via Pose-Guided Knowledge Transfer CVPR code 159
Scale-Recurrent Network for Deep Image Deblurring CVPR code 159
Unsupervised Learning of Monocular Depth Estimation and Visual Odometry With Deep Feature Reconstruction CVPR code 158
Relational recurrent neural networks NIPS code 157
Densely Connected Pyramid Dehazing Network CVPR code 155
Image Inpainting for Irregular Holes Using Partial Convolutions ECCV code 153
SO-Net: Self-Organizing Network for Point Cloud Analysis CVPR code 152
Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling CVPR code 152
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices CVPR code 152
DenseASPP for Semantic Segmentation in Street Scenes CVPR code 151
Facelet-Bank for Fast Portrait Manipulation CVPR code 150
Self-Imitation Learning ICML code 145
Graph R-CNN for Scene Graph Generation ECCV code 144
A Closer Look at Spatiotemporal Convolutions for Action Recognition CVPR code 143
Cross-Domain Weakly-Supervised Object Detection Through Progressive Domain Adaptation CVPR code 143
Quantized Densely Connected U-Nets for Efficient Landmark Localization ECCV code 143
Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining ECCV code 142
Two-Stream Convolutional Networks for Dynamic Texture Synthesis CVPR code 141
Integral Human Pose Regression ECCV code 141
Adaptive Affinity Fields for Semantic Segmentation ECCV code 141
LSTM Pose Machines CVPR code 141
Structure Inference Net: Object Detection Using Scene-Level Context and Instance-Level Relationships CVPR code 140
Recovering Realistic Texture in Image Super-Resolution by Deep Spatial Feature Transform CVPR code 139
Image-Image Domain Adaptation With Preserved Self-Similarity and Domain-Dissimilarity for Person Re-Identification CVPR code 137
Learning to Compare: Relation Network for Few-Shot Learning CVPR code 135
CosFace: Large Margin Cosine Loss for Deep Face Recognition CVPR code 135
Deep Depth Completion of a Single RGB-D Image CVPR code 134
Deep Back-Projection Networks for Super-Resolution CVPR code 132
Context Embedding Networks CVPR code 131
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics CVPR code 131
Perturbative Neural Networks CVPR code 130
Style Tokens: Unsupervised Style Modeling, Control and Transfer in End-to-End Speech Synthesis ICML code 129
Fast and Accurate Online Video Object Segmentation via Tracking Parts CVPR code 129
Nonlinear 3D Face Morphable Model CVPR code 128
BodyNet: Volumetric Inference of 3D Human Body Shapes ECCV code 126
3D-CODED: 3D Correspondences by Deep Deformation ECCV code 125
DeepMVS: Learning Multi-View Stereopsis CVPR code 125
Hierarchical Imitation and Reinforcement Learning ICML code 124
Domain Adaptive Faster R-CNN for Object Detection in the Wild CVPR code 123
L4: Practical loss-based stepsize adaptation for deep learning NIPS code 123
A Generative Adversarial Approach for Zero-Shot Learning From Noisy Texts CVPR code 122
Recurrent Relational Networks NIPS code 121
Gated Path Planning Networks ICML code 121
PSANet: Point-wise Spatial Attention Network for Scene Parsing ECCV code 121
Rethinking Feature Distribution for Loss Functions in Image Classification CVPR code 120
Density-Aware Single Image De-Raining Using a Multi-Stream Dense Network CVPR code 118
FOTS: Fast Oriented Text Spotting With a Unified Network CVPR code 118
ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes ECCV code 117
PU-Net: Point Cloud Upsampling Network CVPR code 117
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning CVPR code 117
Long-term Tracking in the Wild: a Benchmark ECCV code 116
Factoring Shape, Pose, and Layout From the 2D Image of a 3D Scene CVPR code 114
Repulsion Loss: Detecting Pedestrians in a Crowd CVPR code 113
Unsupervised Attention-guided Image-to-Image Translation NIPS code 110
Attention-based Deep Multiple Instance Learning ICML code 109
Learning Blind Video Temporal Consistency ECCV code 109
Noisy Natural Gradient as Variational Inference ICML code 108
End-to-End Weakly-Supervised Semantic Alignment CVPR code 106
Decoupled Networks CVPR code 105
LiDAR-Video Driving Dataset: Learning Driving Policies Effectively CVPR code 104
MAttNet: Modular Attention Network for Referring Expression Comprehension CVPR code 104
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks ECCV code 103
FSRNet: End-to-End Learning Face Super-Resolution With Facial Priors CVPR code 100
Deep Mutual Learning CVPR code 100
Macro-Micro Adversarial Network for Human Parsing ECCV code 98
ScanComplete: Large-Scale Scene Completion and Semantic Segmentation for 3D Scans CVPR code 97
Learning Depth From Monocular Videos Using Direct Methods CVPR code 97
VITON: An Image-Based Virtual Try-On Network CVPR code 95
Cascade R-CNN: Delving Into High Quality Object Detection CVPR code 93
Learning Human-Object Interactions by Graph Parsing Neural Networks ECCV code 93
Future Frame Prediction for Anomaly Detection – A New Baseline CVPR code 92
Multi-view to Novel view: Synthesizing novel views with Self-Learned Confidence ECCV code 92
Tell Me Where to Look: Guided Attention Inference Network CVPR code 91
Neural Kinematic Networks for Unsupervised Motion Retargetting CVPR code 90
Learning SO(3) Equivariant Representations with Spherical CNNs ECCV code 89
One-Shot Unsupervised Cross Domain Translation NIPS code 89
Synthesizing Images of Humans in Unseen Poses CVPR code 88
Depth-aware CNN for RGB-D Segmentation ECCV code 88
Piggyback: Adapting a Single Network to Multiple Tasks by Learning to Mask Weights ECCV code 88
Knowledge Aided Consistency for Weakly Supervised Phrase Grounding CVPR code 87
CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes CVPR code 87
Neural Arithmetic Logic Units NIPS code 87
A PID Controller Approach for Stochastic Optimization of Deep Networks CVPR code 87
VITAL: VIsual Tracking via Adversarial Learning CVPR code 86
Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking CVPR code 86
Recurrent Pixel Embedding for Instance Grouping CVPR code 85
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation CVPR code 84
Multi-Scale Location-Aware Kernel Representation for Object Detection CVPR code 84
Repeatability Is Not Enough: Learning Affine Regions via Discriminability ECCV code 84
“Zero-Shot” Super-Resolution Using Deep Internal Learning CVPR code 84
DF-Net: Unsupervised Joint Learning of Depth and Flow using Cross-Task Consistency ECCV code 82
Multi-View Consistency as Supervisory Signal for Learning Shape and Pose Prediction CVPR code 80
Factorizable Net: An Efficient Subgraph-based Framework for Scene Graph Generation ECCV code 78
Generalizing A Person Retrieval Model Hetero- and Homogeneously ECCV code 78
Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning CVPR code 77
Pairwise Confusion for Fine-Grained Visual Classification ECCV code 77
Learning to Reweight Examples for Robust Deep Learning ICML code 76
Improving Generalization via Scalable Neighborhood Component Analysis ECCV code 76
SparseMAP: Differentiable Sparse Structured Inference ICML code 75
PDE-Net: Learning PDEs from Data ICML code 75
Pose-Normalized Image Generation for Person Re-identification ECCV code 75
Disentangled Person Image Generation CVPR code 75
Learning to Navigate for Fine-grained Classification ECCV code 74
Superpixel Sampling Networks ECCV code 74
Shift-Net: Image Inpainting via Deep Feature Rearrangement ECCV code 74
3DMV: Joint 3D-Multi-View Prediction for 3D Semantic Scene Segmentation ECCV code 74
Ordinal Depth Supervision for 3D Human Pose Estimation CVPR code 74
Path-Level Network Transformation for Efficient Architecture Search ICML code 73
Diverse Image-to-Image Translation via Disentangled Representations ECCV code 72
Visual Feature Attribution Using Wasserstein GANs CVPR code 72
Real-World Anomaly Detection in Surveillance Videos CVPR code 72
Self-Supervised Adversarial Hashing Networks for Cross-Modal Retrieval CVPR code 72
Holistic 3D Scene Parsing and Reconstruction from a Single RGB Image ECCV code 72
Learning to Find Good Correspondences CVPR code 72
Learning Less Is More - 6D Camera Localization via 3D Surface Regression CVPR code 72
Object Level Visual Reasoning in Videos ECCV code 71
Weakly-Supervised Semantic Segmentation Network With Deep Seeded Region Growing CVPR code 71
Avatar-Net: Multi-Scale Zero-Shot Style Transfer by Feature Decoration CVPR code 71
Fast and Accurate Single Image Super-Resolution via Information Distillation Network CVPR code 71
Regularizing RNNs for Caption Generation by Reconstructing the Past With the Present CVPR code 70
Multi-Shot Pedestrian Re-Identification via Sequential Decision Making CVPR code 70
PointNetVLAD: Deep Point Cloud Based Retrieval for Large-Scale Place Recognition CVPR code 69
Progressive Neural Architecture Search ECCV code 68
Generative Neural Machine Translation NIPS code 68
Learning Latent Super-Events to Detect Multiple Activities in Videos CVPR code 67
Generate to Adapt: Aligning Domains Using Generative Adversarial Networks CVPR code 67
Adversarial Feature Augmentation for Unsupervised Domain Adaptation CVPR code 67
Learning Attentions: Residual Attentional Siamese Network for High Performance Online Visual Tracking CVPR code 67
Pointwise Convolutional Neural Networks CVPR code 67
Optimizing the Latent Space of Generative Networks ICML code 66
Part-Aligned Bilinear Representations for Person Re-Identification ECCV code 64
Geometry-Aware Learning of Maps for Camera Localization CVPR code 63
Fighting Fake News: Image Splice Detection via Learned Self-Consistency ECCV code 62
Isolating Sources of Disentanglement in Variational Autoencoders NIPS code 62
Neural Program Synthesis from Diverse Demonstration Videos ICML code 62
Learning Rigidity in Dynamic Scenes with a Moving Camera for 3D Motion Field Estimation ECCV code 61
Rotation-Sensitive Regression for Oriented Scene Text Detection CVPR code 61
Human Semantic Parsing for Person Re-Identification CVPR code 61
Unsupervised Discovery of Object Landmarks as Structural Representations CVPR code 61
IQA: Visual Question Answering in Interactive Environments CVPR code 60
Hierarchical Long-term Video Prediction without Supervision ICML code 60
Unsupervised Domain Adaptation for 3D Keypoint Estimation via View Consistency ECCV code 60
Exploit the Unknown Gradually: One-Shot Video-Based Person Re-Identification by Stepwise Learning CVPR code 59
Neural Style Transfer via Meta Networks CVPR code 59
Frame-Recurrent Video Super-Resolution CVPR code 58
PlaneMatch: Patch Coplanarity Prediction for Robust RGB-D Reconstruction ECCV code 57
CBAM: Convolutional Block Attention Module ECCV code 57
Decorrelated Batch Normalization CVPR code 57
Learning Conditioned Graph Structures for Interpretable Visual Question Answering NIPS code 57
Hierarchical Bilinear Pooling for Fine-Grained Visual Recognition ECCV code 57
Leveraging Unlabeled Data for Crowd Counting by Learning to Rank CVPR code 56
Deep Marching Cubes: Learning Explicit Surface Representations CVPR code 56
Learning From Synthetic Data: Addressing Domain Shift for Semantic Segmentation CVPR code 56
LF-Net: Learning Local Features from Images NIPS code 55
Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model ECCV code 55
Discriminability Objective for Training Descriptive Captions CVPR code 54
BlockDrop: Dynamic Inference Paths in Residual Networks CVPR code 54
Conditional Probability Models for Deep Image Compression CVPR code 54
Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation CVPR code 54
Learning towards Minimum Hyperspherical Energy NIPS code 54
DeepVS: A Deep Learning Based Video Saliency Prediction Approach ECCV code 53
Learning Efficient Single-stage Pedestrian Detectors by Asymptotic Localization Fitting ECCV code 52
Learning Pixel-Level Semantic Affinity With Image-Level Supervision for Weakly Supervised Semantic Segmentation CVPR code 52
Wasserstein Introspective Neural Networks CVPR code 51
SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis CVPR code 51
Self-produced Guidance for Weakly-supervised Object Localization ECCV code 51
Measuring abstract reasoning in neural networks ICML code 51
A Unified Feature Disentangler for Multi-Domain Image Translation and Manipulation NIPS code 51
RayNet: Learning Volumetric 3D Reconstruction With Ray Potentials CVPR code 51
Coloring with Words: Guiding Image Colorization Through Text-based Palette Generation ECCV code 50
Efficient end-to-end learning for quantizable representations ICML code 50
Visual Question Generation as Dual Task of Visual Question Answering CVPR code 50
Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam ICML code 49
Surface Networks CVPR code 48
Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions ICML code 48
Stacked Cross Attention for Image-Text Matching ECCV code 48
Actor and Observer: Joint Modeling of First and Third-Person Videos CVPR code 48
Super SloMo: High Quality Estimation of Multiple Intermediate Frames for Video Interpolation CVPR code 47
Learning-based Video Motion Magnification ECCV code 47
Pose Partition Networks for Multi-Person Pose Estimation ECCV code 47
Neural Autoregressive Flows ICML code 47
Weakly- and Semi-Supervised Panoptic Segmentation ECCV code 46
Video Re-localization ECCV code 46
Real-time ‘Actor-Critic’ Tracking ECCV code 46
Black-box Adversarial Attacks with Limited Queries and Information ICML code 46
Hyperbolic Entailment Cones for Learning Hierarchical Embeddings ICML code 46
Structured Attention Guided Convolutional Neural Fields for Monocular Depth Estimation CVPR code 46
Differentiable Compositional Kernel Learning for Gaussian Processes ICML code 45
Visualizing and Understanding Atari Agents ICML code 45
Image Manipulation with Perceptual Discriminators ECCV code 45
Learning Intrinsic Image Decomposition From Watching the World CVPR code 45
Overcoming Catastrophic Forgetting with Hard Attention to the Task ICML code 44
Learning Pose Specific Representations by Predicting Different Views CVPR code 44
Zero-Shot Object Detection ECCV code 43
Mean Field Multi-Agent Reinforcement Learning ICML code 43
Partial Adversarial Domain Adaptation ECCV code 43
Mutual Learning to Adapt for Joint Human Parsing and Pose Estimation ECCV code 43
Robust Classification With Convolutional Prototype Learning CVPR code 43
SimplE Embedding for Link Prediction in Knowledge Graphs NIPS code 42
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning ICML code 42
Learning to Blend Photos ECCV code 42
Mask-Guided Contrastive Attention Model for Person Re-Identification CVPR code 41
Link Prediction Based on Graph Neural Networks NIPS code 41
Generalisation in humans and deep neural networks NIPS code 41
Towards Binary-Valued Gates for Robust LSTM Training ICML code 41
Multi-scale Residual Network for Image Super-Resolution ECCV code 41
Fully Motion-Aware Network for Video Object Detection ECCV code 41
Interpretable Convolutional Neural Networks CVPR code 40
Generative Adversarial Perturbations CVPR code 40
The Sound of Pixels ECCV code 40
Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization CVPR code 40
Choose Your Neuron: Incorporating Domain Knowledge through Neuron-Importance ECCV code 40
Multi-View Silhouette and Depth Decomposition for High Resolution 3D Object Representation NIPS code 40
Learning Warped Guidance for Blind Face Restoration ECCV code 39
Adversarial Complementary Learning for Weakly Supervised Object Localization CVPR code 39
Learning Semantic Representations for Unsupervised Domain Adaptation ICML code 39
Neural Architecture Search with Bayesian Optimisation and Optimal Transport NIPS code 39
Mutual Information Neural Estimation ICML code 39
NetGAN: Generating Graphs via Random Walks ICML code 39
Learning to Evaluate Image Captioning CVPR code 38
Hyperbolic Neural Networks NIPS code 37
Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation ECCV code 37
Adversarially Learned One-Class Classifier for Novelty Detection CVPR code 37
Disentangling by Factorising ICML code 37
Extracting Automata from Recurrent Neural Networks Using Queries and Counterexamples ICML code 37
Tangent Convolutions for Dense Prediction in 3D CVPR code 37
Few-Shot Image Recognition by Predicting Parameters From Activations CVPR code 37
Real-Time Monocular Depth Estimation Using Synthetic Data With Domain Adaptation via Image Style Transfer CVPR code 37
Generalizing to Unseen Domains via Adversarial Data Augmentation NIPS code 36
SeGAN: Segmenting and Generating the Invisible CVPR code 36
Graphical Generative Adversarial Networks NIPS code 36
PieAPP: Perceptual Image-Error Assessment Through Pairwise Preference CVPR code 36
Gated Fusion Network for Single Image Dehazing CVPR code 35
Neural Code Comprehension: A Learnable Representation of Code Semantics NIPS code 35
Eye In-Painting With Exemplar Generative Adversarial Networks CVPR code 35
Deep One-Class Classification ICML code 34
Deep Regression Tracking with Shrinkage Loss ECCV code 34
Deflecting Adversarial Attacks With Pixel Deflection CVPR code 34
Learning Visual Question Answering by Bootstrapping Hard Attention ECCV code 33
Human-Centric Indoor Scene Synthesis Using Stochastic Grammar CVPR code 33
Improved Fusion of Visual and Language Representations by Dense Symmetric Co-Attention for Visual Question Answering CVPR code 33
CleanNet: Transfer Learning for Scalable Image Classifier Training With Label Noise CVPR code 33
Speaker-Follower Models for Vision-and-Language Navigation NIPS code 33
Improving Shape Deformation in Unsupervised Image-to-Image Translation ECCV code 33
Learning Single-View 3D Reconstruction with Limited Pose Supervision ECCV code 33
3D Steerable CNNs: Learning Rotationally Equivariant Features in Volumetric Data NIPS code 33
Adversarial Logit Pairing NIPS code 32
Attention in Convolutional LSTM for Gesture Recognition NIPS code 32
Graph-Cut RANSAC CVPR code 32
Neural Guided Constraint Logic Programming for Program Synthesis NIPS code 32
Learning Dynamic Memory Networks for Object Tracking ECCV code 32
GeoDesc: Learning Local Descriptors by Integrating Geometry Constraints ECCV code 32
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks NIPS code 32
Flow-Grounded Spatial-Temporal Video Prediction from Still Images ECCV code 32
Bidirectional Feature Pyramid Network with Recurrent Attention Residual Modules for Shadow Detection ECCV code 32
On the Robustness of Semantic Segmentation Models to Adversarial Attacks CVPR code 31
Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning CVPR code 31
SketchyScene: Richly-Annotated Scene Sketches ECCV code 31
Deep Randomized Ensembles for Metric Learning ECCV code 30
Deep High Dynamic Range Imaging with Large Foreground Motions ECCV code 30
Revisiting Video Saliency: A Large-Scale Benchmark and a New Model CVPR code 30
Blazingly Fast Video Object Segmentation With Pixel-Wise Metric Learning CVPR code 30
Deep Model-Based 6D Pose Refinement in RGB ECCV code 30
TOM-Net: Learning Transparent Object Matting From a Single Image CVPR code 30
Quaternion Convolutional Neural Networks ECCV code 30
Densely Connected Attention Propagation for Reading Comprehension NIPS code 30
A Trilateral Weighted Sparse Coding Scheme for Real-World Image Denoising ECCV code 30
Self-Consistent Trajectory Autoencoder: Hierarchical Reinforcement Learning with Trajectory Embeddings ICML code 29
Video Rain Streak Removal by Multiscale Convolutional Sparse Coding CVPR code 29
Recurrent Scene Parsing With Perspective Understanding in the Loop CVPR code 29
Single Shot Scene Text Retrieval ECCV code 29
Toward Characteristic-Preserving Image-based Virtual Try-On Network ECCV code 29
Explainable Neural Computation via Stack Neural Module Networks ECCV code 29
Exploring Disentangled Feature Representation Beyond Face Identification CVPR code 29
Controllable Video Generation With Sparse Trajectories CVPR code 28
Layer-structured 3D Scene Inference via View Synthesis ECCV code 28
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation ECCV code 28
PiCANet: Learning Pixel-Wise Contextual Attention for Saliency Detection CVPR code 28
Learning Rich Features for Image Manipulation Detection CVPR code 27
Fast Video Object Segmentation by Reference-Guided Mask Propagation CVPR code 27
3DFeat-Net: Weakly Supervised Local 3D Features for Point Cloud Registration ECCV code 27
Who Let the Dogs Out? Modeling Dog Behavior From Visual Data CVPR code 27
EC-Net: an Edge-aware Point set Consolidation Network ECCV code 27
Interpretable Intuitive Physics Model ECCV code 27
Learning a Discriminative Feature Network for Semantic Segmentation CVPR code 26
Partial Transfer Learning With Selective Adversarial Networks CVPR code 26
Cross-Modal Deep Variational Hand Pose Estimation CVPR code 26
Between-Class Learning for Image Classification CVPR code 26
AON: Towards Arbitrarily-Oriented Text Recognition CVPR code 26
Conditional Image-to-Image Translation CVPR code 25
Learning Convolutional Networks for Content-Weighted Image Compression CVPR code 25
Diversity Regularized Spatiotemporal Attention for Video-Based Person Re-Identification CVPR code 25
Dynamic Multimodal Instance Segmentation Guided by Natural Language Queries ECCV code 25
CBMV: A Coalesced Bidirectional Matching Volume for Disparity Estimation CVPR code 25
Deep Texture Manifold for Ground Terrain Recognition CVPR code 25
Audio-Visual Event Localization in Unconstrained Videos ECCV code 25
First Order Generative Adversarial Networks ICML code 25
Visual Coreference Resolution in Visual Dialog using Neural Module Networks ECCV code 25
SYQ: Learning Symmetric Quantization for Efficient Deep Neural Networks CVPR code 24
Deep Reinforcement Learning of Marked Temporal Point Processes NIPS code 24
Explicit Inductive Bias for Transfer Learning with Convolutional Networks ICML code 24
LEGO: Learning Edge With Geometry All at Once by Watching Videos CVPR code 24
Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes ECCV code 24
Multi-Agent Diverse Generative Adversarial Networks CVPR code 23
Face Aging With Identity-Preserved Conditional Generative Adversarial Networks CVPR code 23
Learning to Separate Object Sounds by Watching Unlabeled Video ECCV code 23
Exploiting the Potential of Standard Convolutional Autoencoders for Image Restoration by Evolutionary Search ICML code 23
To Trust Or Not To Trust A Classifier NIPS code 23
Im2Flow: Motion Hallucination From Static Images for Action Recognition CVPR code 22
ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing CVPR code 22
Hallucinated-IQA: No-Reference Image Quality Assessment via Adversarial Learning CVPR code 22
Anonymous Walk Embeddings ICML code 22
Learning to Multitask NIPS code 22
CondenseNet: An Efficient DenseNet Using Learned Group Convolutions CVPR code 22
HashGAN: Deep Learning to Hash With Pair Conditional Wasserstein GAN CVPR code 22
Hierarchical Relational Networks for Group Activity Recognition and Retrieval ECCV code 22
Collaborative and Adversarial Network for Unsupervised Domain Adaptation CVPR code 22
Geometry-Aware Scene Text Detection With Instance Transformation Network CVPR code 22
Learning to Promote Saliency Detectors CVPR code 21
CSGNet: Neural Shape Parser for Constructive Solid Geometry CVPR code 21
Local Spectral Graph Convolution for Point Set Feature Learning ECCV code 21
HiDDeN: Hiding Data with Deep Networks ECCV code 21
GraphBit: Bitwise Interaction Mining via Deep Reinforcement Learning CVPR code 20
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal CVPR code 20
Fully-Convolutional Point Networks for Large-Scale Point Clouds ECCV code 20
Learning Superpixels With Segmentation-Aware Affinity Loss CVPR code 20
Zero-Shot Visual Recognition Using Semantics-Preserving Adversarial Embedding Networks CVPR code 20
Crowd Counting With Deep Negative Correlation Learning CVPR code 20
Dimensionality-Driven Learning with Noisy Labels ICML code 20
Objects that Sound ECCV code 20
Deep Expander Networks: Efficient Deep Networks from Graph Theory ECCV code 19
Low-Shot Learning With Large-Scale Diffusion CVPR code 19
Low-Shot Learning With Imprinted Weights CVPR code 19
Cross-Domain Self-Supervised Multi-Task Feature Learning Using Synthetic Imagery CVPR code 19
Learning Descriptor Networks for 3D Shape Synthesis and Analysis CVPR code 19
Disentangling Factors of Variation with Cycle-Consistent Variational Auto-Encoders ECCV code 19
CTAP: Complementary Temporal Action Proposal Generation ECCV code 18
DVAE#: Discrete Variational Autoencoders with Relaxed Boltzmann Priors NIPS code 18
Conditional Image-Text Embedding Networks ECCV code 18
EPINET: A Fully-Convolutional Neural Network Using Epipolar Geometry for Depth From Light Field Images CVPR code 18
Glimpse Clouds: Human Activity Recognition From Unstructured Feature Points CVPR code 18
Bayesian Optimization of Combinatorial Structures ICML code 18
FeaStNet: Feature-Steered Graph Convolutions for 3D Shape Analysis CVPR code 18
Learning Type-Aware Embeddings for Fashion Compatibility ECCV code 17
Sliced Wasserstein Distance for Learning Gaussian Mixture Models CVPR code 17
Revisiting Deep Intrinsic Image Decompositions CVPR code 17
A Spectral Approach to Gradient Estimation for Implicit Distributions ICML code 17
Hierarchical Novelty Detection for Visual Object Recognition CVPR code 17
Total Capture: A 3D Deformation Model for Tracking Faces, Hands, and Bodies CVPR code 17
Learning Generative ConvNets via Multi-Grid Modeling and Sampling CVPR code 17
Learning 3D Shape Completion From Laser Scan Data With Weak Supervision CVPR code 17
Triplet Loss in Siamese Network for Object Tracking ECCV code 17
Adversarial Attack on Graph Structured Data ICML code 17
Arbitrary Style Transfer With Deep Feature Reshuffle CVPR code 17
Visual Question Reasoning on General Dependency Tree CVPR code 17
Predicting Gaze in Egocentric Video by Learning Task-dependent Attention Transition ECCV code 16
Lipschitz-Margin Training: Scalable Certification of Perturbation Invariance for Deep Neural Networks NIPS code 16
Coded Sparse Matrix Multiplication ICML code 16
Weakly-Supervised Action Segmentation With Iterative Soft Boundary Assignment CVPR code 16
Recovering 3D Planes from a Single Image via Convolutional Neural Networks ECCV code 16
SegStereo: Exploiting Semantic Information for Disparity Estimation ECCV code 16
Functional Gradient Boosting based on Residual Network Perception ICML code 16
NAG: Network for Adversary Generation CVPR code 16
Generative Probabilistic Novelty Detection with Adversarial Autoencoders NIPS code 16
Hashing as Tie-Aware Learning to Rank CVPR code 15
Pose Proposal Networks ECCV code 15
Convolutional Sequence to Sequence Model for Human Dynamics CVPR code 15
Joint Pose and Expression Modeling for Facial Expression Recognition CVPR code 15
Grounding Referring Expressions in Images by Variational Context CVPR code 15
Rethinking the Form of Latent States in Image Captioning ECCV code 15
Open Set Domain Adaptation by Backpropagation ECCV code 15
Neural Sign Language Translation CVPR code 15
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters ECCV code 15
Efficient Neural Audio Synthesis ICML code 15
Deep Learning Under Privileged Information Using Heteroscedastic Dropout CVPR code 14
Image Transformer ICML code 14
Learning to Understand Image Blur CVPR code 14
Learning and Using the Arrow of Time CVPR code 14
Action Sets: Weakly Supervised Action Segmentation Without Ordering Constraints CVPR code 14
Learning to Forecast and Refine Residual Motion for Image-to-Video Generation ECCV code 14
Multi-Scale Weighted Nuclear Norm Image Restoration CVPR code 14
Synthesizing Robust Adversarial Examples ICML code 13
Fine-Grained Visual Categorization using Meta-Learning Optimization with Sample Selection of Auxiliary Data ECCV code 13
Assessing Generative Models via Precision and Recall NIPS code 13
Deep Diffeomorphic Transformer Networks CVPR code 13
Learning by Asking Questions CVPR code 13
Towards Human-Machine Cooperation: Self-Supervised Sample Mining for Object Detection CVPR code 13
Variational Autoencoders for Deforming 3D Mesh Models CVPR code 13
Min-Entropy Latent Model for Weakly Supervised Object Detection CVPR code 13
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering CVPR code 13
Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace ICML code 13
Learning a Discriminative Filter Bank Within a CNN for Fine-Grained Recognition CVPR code 13
Finding Influential Training Samples for Gradient Boosted Decision Trees ICML code 13
Gesture Recognition: Focus on the Hands CVPR code 12
Cross-View Image Synthesis Using Conditional GANs CVPR code 12
Joint Optimization Framework for Learning With Noisy Labels CVPR code 12
Future Person Localization in First-Person Videos CVPR code 12
AutoLoc: Weakly-supervised Temporal Action Localization in Untrimmed Videos ECCV code 12
Learning Transferable Architectures for Scalable Image Recognition CVPR code 12
Clipped Action Policy Gradient ICML code 12
Mix and Match Networks: Encoder-Decoder Alignment for Zero-Pair Image Translation CVPR code 12
Decouple Learning for Parameterized Image Operators ECCV code 12
Generalized Earley Parser: Bridging Symbolic Grammars and Sequence Data for Future Prediction ICML code 12
Adaptive Skip Intervals: Temporal Abstraction for Recurrent Dynamical Models NIPS code 12
AMNet: Memorability Estimation With Attention CVPR code 12
Adversarial Time-to-Event Modeling ICML code 12
Reversible Recurrent Neural Networks NIPS code 12
Human Pose Estimation With Parsing Induced Learner CVPR code 11
ShapeStacks: Learning Vision-Based Physical Intuition for Generalised Object Stacking ECCV code 11
A Joint Sequence Fusion Model for Video Question Answering and Retrieval ECCV code 11
Learning Face Age Progression: A Pyramid Architecture of GANs CVPR code 11
Robust Physical-World Attacks on Deep Learning Visual Classification CVPR code 11
High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach ICML code 11
Meta-Learning by Adjusting Priors Based on Extended PAC-Bayes Theory ICML code 11
Multimodal Explanations: Justifying Decisions and Pointing to the Evidence CVPR code 11
Accelerating Natural Gradient with Higher-Order Invariance ICML code 11
Hierarchical Multi-Label Classification Networks ICML code 11
Convolutional Image Captioning CVPR code 11
Boosting Domain Adaptation by Discovering Latent Domains CVPR code 11
Logo Synthesis and Manipulation With Clustered Generative Adversarial Networks CVPR code 10
PacGAN: The power of two samples in generative adversarial networks NIPS code 10
Attention Clusters: Purely Attention Based Local Feature Integration for Video Classification CVPR code 10
End-to-End Incremental Learning ECCV code 10
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation CVPR code 10
On GANs and GMMs NIPS code 10
Salient Object Detection Driven by Fixation Prediction CVPR code 9
Semantic Video Segmentation by Gated Recurrent Flow Propagation CVPR code 9
Constraint-Aware Deep Neural Network Compression ECCV code 9
Statistically-motivated Second-order Pooling ECCV code 9
Excitation Backprop for RNNs CVPR code 9
Analyzing Uncertainty in Neural Machine Translation ICML code 9
Learning Dynamics of Linear Denoising Autoencoders ICML code 9
Saliency Detection in 360° Videos ECCV code 9
Density Adaptive Point Set Registration CVPR code 9
Decoupled Parallel Backpropagation with Convergence Guarantee ICML code 9
Classification from Pairwise Similarity and Unlabeled Data ICML code 9
oi-VAE: Output Interpretable VAEs for Nonlinear Group Factor Analysis ICML code 9
Modeling Sparse Deviations for Compressed Sensing using Generative Models ICML code 9
Pixels, Voxels, and Views: A Study of Shape Representations for Single View 3D Object Shape Prediction CVPR code 9
Towards Open-Set Identity Preserving Face Synthesis CVPR code 9
Five-Point Fundamental Matrix Estimation for Uncalibrated Cameras CVPR code 8
BourGAN: Generative Networks with Metric Embeddings NIPS code 8
Fast Information-theoretic Bayesian Optimisation ICML code 8
Deep Variational Reinforcement Learning for POMDPs ICML code 8
Specular-to-Diffuse Translation for Multi-View Reconstruction ECCV code 8
Dynamic Conditional Networks for Few-Shot Learning ECCV code 8
Learning Facial Action Units From Web Images With Scalable Weakly Supervised Clustering CVPR code 8
High-Resolution Image Synthesis and Semantic Manipulation With Conditional GANs CVPR code 8
Deep Defense: Training DNNs with Improved Adversarial Robustness NIPS code 8
Learning K-way D-dimensional Discrete Codes for Compact Embedding Representations ICML code 8
Light Structure from Pin Motion: Simple and Accurate Point Light Calibration for Physics-based Modeling ECCV code 7
Non-metric Similarity Graphs for Maximum Inner Product Search NIPS code 7
Towards Realistic Predictors ECCV code 7
Deep Non-Blind Deconvolution via Generalized Low-Rank Approximation NIPS code 7
Don’t Just Assume Look and Answer: Overcoming Priors for Visual Question Answering CVPR code 7
Learning Dual Convolutional Neural Networks for Low-Level Vision CVPR code 7
The Mirage of Action-Dependent Baselines in Reinforcement Learning ICML code 7
DVQA: Understanding Data Visualizations via Question Answering CVPR code 7
A Two-Step Disentanglement Method CVPR code 7
Detecting and Correcting for Label Shift with Black Box Predictors ICML code 7
Conditional Prior Networks for Optical Flow ECCV code 7
Generative Adversarial Learning Towards Fast Weakly Supervised Detection CVPR code 7
Adversarial Learning with Local Coordinate Coding ICML code 7
Stochastic Downsampling for Cost-Adjustable Inference and Improved Regularization in Convolutional Networks CVPR code 7
AttnGAN: Fine-Grained Text to Image Generation With Attentional Generative Adversarial Networks CVPR code 7
Learning to Explain: An Information-Theoretic Perspective on Model Interpretation ICML code 7
Banach Wasserstein GAN NIPS code 7
Gradually Updated Neural Networks for Large-Scale Image Recognition ICML code 7
Learning Steady-States of Iterative Algorithms over Graphs ICML code 7
Progressive Attention Guided Recurrent Network for Salient Object Detection CVPR code 7
Zoom and Learn: Generalizing Deep Stereo Matching to Novel Domains CVPR code 6
Unsupervised holistic image generation from key local patches ECCV code 6
Inner Space Preserving Generative Pose Machine ECCV code 6
Bilevel Programming for Hyperparameter Optimization and Meta-Learning ICML code 6
Optical Flow Guided Feature: A Fast and Robust Motion Representation for Video Action Recognition CVPR code 6
Breaking the Activation Function Bottleneck through Adaptive Parameterization NIPS code 6
Ultra Large-Scale Feature Selection using Count-Sketches ICML code 6
Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks CVPR code 6
Orthogonally Decoupled Variational Gaussian Processes NIPS code 6
Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit Design ICML code 6
A Modulation Module for Multi-task Learning with Applications in Image Retrieval ECCV code 6
A Memory Network Approach for Story-Based Temporal Summarization of 360° Videos CVPR code 6
Towards Effective Low-Bitwidth Convolutional Neural Networks CVPR code 5
Disentangling Factors of Variation by Mixing Them CVPR code 5
Weakly-supervised Video Summarization using Variational Encoder-Decoder and Web Prior ECCV code 5
Learning Longer-term Dependencies in RNNs with Auxiliary Losses ICML code 5
Contour Knowledge Transfer for Salient Object Detection ECCV code 5
HybridNet: Classification and Reconstruction Cooperation for Semi-Supervised Learning ECCV code 5
Sidekick Policy Learning for Active Visual Exploration ECCV code 5
Learning to Localize Sound Source in Visual Scenes CVPR code 5
Neural Architecture Optimization NIPS code 5
COLA: Decentralized Linear Learning NIPS code 5
Diverse and Coherent Paragraph Generation from Images ECCV code 5
DRACO: Byzantine-resilient Distributed Training via Redundant Gradients ICML code 5
Inter and Intra Topic Structure Learning with Word Embeddings ICML code 5
Estimating the Success of Unsupervised Image to Image Translation ECCV code 5
Dynamic-Structured Semantic Propagation Network CVPR code 5
The Description Length of Deep Learning models NIPS code 5
Stereo Vision-based Semantic 3D Object and Ego-motion Tracking for Autonomous Driving ECCV code 5
Blind Justice: Fairness with Encrypted Sensitive Attributes ICML code 5
Transfer Learning via Learning to Transfer ICML code 5
Deepcode: Feedback Codes via Deep Learning NIPS code 4
Configurable Markov Decision Processes ICML code 4
A Framework for Evaluating 6-DOF Object Trackers ECCV code 4
Differentially Private Database Release via Kernel Mean Embeddings ICML code 4
Recognizing Human Actions as the Evolution of Pose Estimation Maps CVPR code 4
Connecting Pixels to Privacy and Utility: Automatic Redaction of Private Information in Images CVPR code 4
DeLS-3D: Deep Localization and Segmentation With a 3D Semantic Map CVPR code 4
Geolocation Estimation of Photos using a Hierarchical Model and Scene Classification ECCV code 4
Tracking Emerges by Colorizing Videos ECCV code 4
Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out Codes ECCV code 4
Inference Suboptimality in Variational Autoencoders ICML code 4
Black Box FDR ICML code 4
Feedback-Prop: Convolutional Neural Network Inference Under Partial Evidence CVPR code 4
Quadrature-based features for kernel approximation NIPS code 4
Joint Representation and Truncated Inference Learning for Correlation Filter based Tracking ECCV code 4
Transferable Adversarial Perturbations ECCV code 4
Single Image Water Hazard Detection using FCN with Reflection Attention Units ECCV code 4
Multimodal Generative Models for Scalable Weakly-Supervised Learning NIPS code 4
Importance Weighted Transfer of Samples in Reinforcement Learning ICML code 3
Feature Generating Networks for Zero-Shot Learning CVPR code 3
DICOD: Distributed Convolutional Coordinate Descent for Convolutional Sparse Coding ICML code 3
CapProNet: Deep Feature Learning via Orthogonal Projections onto Capsule Subspaces NIPS code 3
Bidirectional Retrieval Made Simple CVPR code 3
Multilingual Anchoring: Interactive Topic Modeling and Alignment Across Languages NIPS code 3
A Hybrid l1-l0 Layer Decomposition Model for Tone Mapping CVPR code 3
Spatially-Adaptive Filter Units for Deep Neural Networks CVPR code 3
Learning to Branch ICML code 3
Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives NIPS code 3
Lifelong Learning via Progressive Distillation and Retrospection ECCV code 3
CLEAR: Cumulative LEARning for One-Shot One-Class Image Recognition CVPR code 3
Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care ICML code 3
Learning Answer Embeddings for Visual Question Answering CVPR code 3
Information Constraints on Auto-Encoding Variational Bayes NIPS code 3
Parallel Bayesian Network Structure Learning ICML code 3
Ring Loss: Convex Feature Normalization for Face Recognition CVPR code 3
Teaching Categories to Human Learners With Visual Explanations CVPR code 3
Stabilizing Gradients for Deep Neural Networks via Efficient SVD Parameterization ICML code 3
Deep Burst Denoising ECCV code 3
Convergent Tree Backup and Retrace with Function Approximation ICML code 3
Gaze Prediction in Dynamic 360° Immersive Videos CVPR code 3
Statistical Recurrent Models on Manifold valued Data NIPS code 3
End-to-End Flow Correlation Tracking With Spatial-Temporal Attention CVPR code 3
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