/DL_paper

DL_paper

Basics

Year Conference Paper Name Topic Links
2015 ICLR Very Deep Convolutional Networks for Large-Scale Image Recognition CNN Paper, Review
2016 CVPR Deep Residual Learning for Image Recognition CNN Paper, Review
2015 NIPS Spatial Transformer Networks CNN Limitation Paper, Review
2016 ECCV Accelerating the Super-Resolution Convolutional Neural Network Single image SR Paper, Review
2015 CVPR Fully Convolutional Networks for Semantic Segmentation Semantic segmentation Paper, Review
2016 ICLR Multi-Scale Context Aggregation by Dilated Convolutions Semantic segmentation Paper, Review
2016 CVPR You Only Look Once: Unified, Real-Time Object Detection Object detection Paper
2016 CVPR Learning Deep Features for Discriminative Localization CNN Interpretation & Attention Paper, Review
2017 ICCV Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization CNN Interpretation & Attention Paper, Review
2016 CVPR Image Style Transfer Using Convolutional Neural Networks Graphics (Style transfer) Paper
2016 ECCV Perceptual Losses for Real-Time Style Transfer and Super-Resolution Graphics (Style transfer) Paper
2014 NIPS Generative Adversarial Nets GAN Paper, Review
2016 ICLR Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks GAN Paper
2017 CVPR Image-to-Image Translation with Conditional Adversarial Networks GAN Paper
2017 ICCV Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks GAN Paper

Human Pose Estimation

Year Conference Paper Name Links
2014 CVPR DeepPose: Human Pose Estimation via Deep Neural Networks Paper, Review
2015 CVPR Efficient Object Localization Using Convolutional Networks Paper, Review
2019 CVPR Deep High-Resolution Representation Learning for Human Pose Estimation Paper, Review

Skeleton-based Action Recognition

Year Conference Paper Name Links
2018 AAAI Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Paper, Review
2019 CVPR Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition Paper
2019 CVPR Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition Paper, Review

Facial Emotion Recognition

Year Conference Paper Name Links
2019 VCIP Facial Motion Prior Networks for Facial Expression Recognition Paper, Review

3D Vision

Year Conference Paper Name Links
2017 CVPR PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation Paper, Review
2017 NIPS PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Paper, Review
2019 CVPR PointConv: Deep Convolutional Networks on 3D Point Clouds Paper, Review
2022 ICLR Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework Paper, Review
2018 CVPR VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection Paper, Review
2020 CVPR PV-RCNN: Point-Voxel Feature Set Abstraction for 3D Object Detection Paper, Review
2019 CVPR JSIS3D: Joint Semantic-Instance Segmentation of 3D Point Clouds with Multi-Task Pointwise Networks and Multi-Value Conditional Random Fields Paper, Review
2020 CVPR PolarNet: An Improved Grid Representation for Online LiDAR Point Clouds Semantic Segmentation Paper, Review
2019 ICCV PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows Paper, Review

3D Vision - Reconstruction

Year Conference Paper Name Links
2018 ECCV MVSNet: Depth Inference for Unstructured Multi-view Stereo Paper, Review

Generative Models on CV

Type Paper Lists Link
GAN PGGAN, StyleGAN(1,2), WGAN, WGAN-GP My Review
VAE VAE, VQVAE, β-VAE My Review
Autoregressive PixelSNAIL, PixelCNN++, Gated-PixelCNN -
Flow-based Glow, NICE, RealNVP My Review