大合集!80篇CVPR2020論文分方向整理: 目標(biāo)檢測(cè)/圖像分割/姿態(tài)估計(jì)等,附打包下載
CVPR2020在2月24日公布了所有接受論文ID,相關(guān)報(bào)道:https://mp.weixin.qq.com/s/HGxhcVvMWWMliqOoBZPQ-w。自論文ID公布以來(lái),許多開(kāi)發(fā)者都分享了自己的優(yōu)秀工作。
從論文ID公布以來(lái),極市一直在對(duì)CVPR進(jìn)行實(shí)時(shí)跟進(jìn),本文是對(duì)80篇CVPR2020論文整理和分類,均有論文鏈接,部分含開(kāi)源代碼,涵蓋的方向有:目標(biāo)檢測(cè)、目標(biāo)跟蹤、圖像分割、人臉識(shí)別、姿態(tài)估計(jì)、三維點(diǎn)云、視頻分析、模型加速、GAN、OCR等方向,文末還有論文合集打包下載,分享給大家學(xué)習(xí)。
此外,我們也會(huì)在Github和極市社區(qū)上保持更新,歡迎大家關(guān)注:https://github.com/extreme-assistant/cvpr2020/blob/master/CVPR2020.md
目標(biāo)檢測(cè)
1.?Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection
論文地址:https://arxiv.org/abs/1912.02424 ??
代碼:https://github.com/sfzhang15/ATSS
2.?Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector
論文地址:https://arxiv.org/abs/1908.01998

圖像分割
1. Semi-Supervised Semantic Image Segmentation with Self-correcting Networks
論文地址:https://arxiv.org/abs/1811.07073
2.?Deep Snake for Real-Time Instance Segmentation
論文地址:https://arxiv.org/abs/2001.01629
3.?CenterMask : Real-Time Anchor-Free Instance Segmentation
論文地址:https://arxiv.org/abs/1911.06667
代碼:https://github.com/youngwanLEE/CenterMask
4.?SketchGCN: Semantic Sketch Segmentation with Graph Convolutional Networks
論文地址:https://arxiv.org/abs/2003.00678
5.?PolarMask: Single Shot Instance Segmentation with Polar Representation
論文地址:https://arxiv.org/abs/1909.13226
代碼:https://github.com/xieenze/PolarMask

6.?xMUDA: Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation
論文地址:https://arxiv.org/abs/1911.12676
7.?BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation
論文地址:https://arxiv.org/abs/2001.00309
人臉識(shí)別
1.?Towards Universal Representation Learning for Deep Face Recognition
論文地址:https://arxiv.org/abs/2002.11841
2.?Suppressing Uncertainties for Large-Scale Facial Expression Recognition???????
論文地址:https://arxiv.org/abs/2002.10392
代碼:https://github.com/kaiwang960112/Self-Cure-Network
3.Face X-ray for More General Face Forgery Detection
論文地址:https://arxiv.org/pdf/1912.13458.pdf

目標(biāo)跟蹤
1.ROAM: Recurrently Optimizing Tracking Model
論文地址:https://arxiv.org/abs/1907.12006?
三維點(diǎn)云&重建
1. PF-Net: Point Fractal Network for 3D Point Cloud Completion
論文地址:https://arxiv.org/abs/2003.00410
2.?PointAugment: an Auto-Augmentation Framework for Point Cloud Classification
論文地址:https://arxiv.org/abs/2002.10876
代碼:https://github.com/liruihui/PointAugment/
3.Learning multiview 3D point cloud registration
論文地址:https://arxiv.org/abs/2001.05119
4.?C-Flow: Conditional Generative Flow Models for Images and 3D Point Clouds
論文地址:https://arxiv.org/abs/1912.07009
5.?RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds
論文地址:https://arxiv.org/abs/1911.11236?

6.?Total3DUnderstanding: Joint Layout, Object Pose and Mesh Reconstruction for Indoor Scenes from a Single Image
論文地址:https://arxiv.org/abs/2002.12212
7.?Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion
論文地址:https://arxiv.org/abs/2003.01456
8.?In Perfect Shape: Certifiably Optimal 3D Shape Reconstruction from 2D Landmarks
論文地址:https://arxiv.org/pdf/1911.11924.pdf
圖像處理
1.?Learning to Shade Hand-drawn Sketches
論文地址:https://arxiv.org/abs/2002.11812
2.Single Image Reflection Removal through Cascaded Refinement
論文地址:https://arxiv.org/abs/1911.06634
3.Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data
論文地址:https://arxiv.org/abs/2002.11297
4.?Deep Image Harmonization via Domain Verification
論文地址:https://arxiv.org/abs/1911.13239
代碼:https://github.com/bcmi/Image_Harmonization_Datasets
5.?RoutedFusion: Learning Real-time Depth Map Fusion
論文地址:https://arxiv.org/pdf/2001.04388.pdf?
圖像分類
1. Self-training with Noisy Student improves ImageNet classification
論文地址:https://arxiv.org/abs/1911.04252
2. Image Matching across Wide Baselines: From Paper to Practice
論文地址:https://arxiv.org/abs/2003.01587
3.?Towards Robust Image Classification Using Sequential Attention Models
論文地址:https://arxiv.org/abs/1912.02184
姿態(tài)估計(jì)
1.?VIBE: Video Inference for Human Body Pose and Shape Estimation
論文地址:https://arxiv.org/abs/1912.05656???
代碼:https://github.com/mkocabas/VIBE
2.?Distribution-Aware Coordinate Representation for Human Pose Estimation
論文地址:https://arxiv.org/abs/1910.06278???
代碼:https://github.com/ilovepose/DarkPose
3.?4D Association Graph for Realtime Multi-person Motion Capture Using Multiple Video Cameras
論文地址:https://arxiv.org/abs/2002.12625
4.?Optimal least-squares solution to the hand-eye calibration problem
論文地址:https://arxiv.org/abs/2002.10838
5.?D3VO: Deep Depth, Deep Pose and Deep Uncertainty for Monocular Visual Odometry
論文地址:https://arxiv.org/abs/2003.01060
6.?Multi-Modal Domain Adaptation for Fine-Grained Action Recognition
論文地址:https://arxiv.org/abs/2001.09691
7.?Distribution Aware Coordinate Representation for Human Pose Estimation
論文地址:https://arxiv.org/abs/1910.06278
8.?The Devil is in the Details: Delving into Unbiased Data Processing for Human Pose Estimation
論文地址:https://arxiv.org/abs/1911.07524
9.PVN3D: A Deep Point-wise 3D Keypoints Voting Network for 6DoF Pose Estimation
論文地址:https://arxiv.org/abs/1911.04231

視頻分析
1.?Rethinking Zero-shot Video Classification: End-to-end Training for Realistic Applications
論文地址:https://arxiv.org/abs/2003.01455 ??
代碼:https://github.com/bbrattoli/ZeroShotVideoClassification
2. Say As You Wish: Fine-grained Control of Image Caption Generation with Abstract Scene Graphs
論文地址:https://arxiv.org/abs/2003.00387
3. Fine-grained Video-Text Retrieval with Hierarchical Graph Reasoning
論文地址:https://arxiv.org/abs/2003.00392
4.?Object Relational Graph with Teacher-Recommended Learning for Video Captioning
論文地址:https://arxiv.org/abs/2002.11566
5.?Zooming Slow-Mo: Fast and Accurate One-Stage Space-Time Video Super-Resolution
論文地址:https://arxiv.org/abs/2002.11616
6.?Blurry Video Frame Interpolation
論文地址:https://arxiv.org/abs/2002.12259
7.?Hierarchical Conditional Relation Networks for Video Question Answering
論文地址:https://arxiv.org/abs/2002.10698???
8.?Action Modifiers:Learning from Adverbs in Instructional Video
論文地址:https://arxiv.org/abs/1912.06617 ? ??
OCR
1.?ABCNet: Real-time Scene Text Spotting with Adaptive Bezier-Curve Network
論文地址:https://arxiv.org/abs/2002.10200
代碼:https://github.com/Yuliang-Liu/bezier_curve_text_spotting,https://github.com/aim-uofa/adet
GAN
1. Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models
論文地址:https://arxiv.org/abs/1911.12287
代碼:https://github.com/giannisdaras/ylg
2.?MSG-GAN: Multi-Scale Gradient GAN for Stable Image Synthesis
論文地址:https://arxiv.org/abs/1903.06048
3.?Robust Design of Deep Neural Networks against Adversarial Attacks based on Lyapunov Theory
論文地址:https://arxiv.org/abs/1911.04636
小樣本&零樣本
1.?Improved Few-Shot Visual Classification
論文地址:https://arxiv.org/pdf/1912.03432.pdf?
2.Meta-Transfer Learning for Zero-Shot Super-Resolution
論文地址:https://arxiv.org/abs/2002.12213
弱監(jiān)督&無(wú)監(jiān)督
1.?Rethinking the Route Towards Weakly Supervised Object Localization
論文地址:https://arxiv.org/abs/2002.11359

2.?NestedVAE: Isolating Common Factors via Weak Supervision
論文地址:https://arxiv.org/abs/2002.11576?
3.Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation
論文地址:https://arxiv.org/abs/1911.07450
4.Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction
論文地址:https://arxiv.org/abs/2003.01460
神經(jīng)網(wǎng)絡(luò)
1. Visual Commonsense R-CNN
論文地址:https://arxiv.org/abs/2002.12204
2.?GhostNet: More Features from Cheap Operations
論文地址:https://arxiv.org/abs/1911.11907
代碼:https://github.com/iamhankai/ghostnet
3.?Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral?
論文地址:https://arxiv.org/abs/2003.01826
模型加速
1.?GPU-Accelerated Mobile Multi-view Style Transfer
論文地址:https://arxiv.org/abs/2003.00706
視覺(jué)常識(shí)
1. What it Thinks is Important is Important: Robustness Transfers through Input Gradients
論文地址:https://arxiv.org/abs/1912.05699?
2.Attentive Context Normalization for Robust Permutation-Equivariant Learning
論文地址:https://arxiv.org/abs/1907.02545
3.?Bundle Adjustment on a Graph Processor
論文地址:https://arxiv.org/abs/2003.03134https://github.com/joeaortiz/gbp
4.?Transferring Dense Pose to Proximal Animal Classes
論文地址:https://arxiv.org/abs/2003.00080
5.?Representations, Metrics and Statistics For Shape Analysis of Elastic Graphs
論文地址:https://arxiv.org/abs/2003.00287
6.?Learning in the Frequency Domain
論文地址:https://arxiv.org/abs/2002.12416
7.Filter Grafting for Deep Neural Networks
論文地址:https://arxiv.org/pdf/2001.05868.pdf
8.ClusterFit: Improving Generalization of Visual Representations
論文地址:https://arxiv.org/abs/1912.03330
9.Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory Prediction
論文地址:https://arxiv.org/abs/2002.11927
10.Auto-Encoding Twin-Bottleneck Hashing
論文地址:https://arxiv.org/abs/2002.11930
11.Learning Representations by Predicting Bags ofVisual Words
論文地址:https://arxiv.org/abs/2002.12247
12.Holistically-Attracted Wireframe Parsing
論文地址:https://arxiv.org/abs/2003.01663
13.A General and Adaptive Robust Loss Function
論文地址:https://arxiv.org/abs/1701.03077?
14.A Characteristic Function Approach to Deep Implicit Generative Modeling
論文地址:https://arxiv.org/abs/1909.07425
15.AdderNet: Do We Really Need Multiplications in Deep Learning?
?論文地址:https://arxiv.org/pdf/1912.13200?
16.12-in-1: Multi-Task Vision and Language Representation Learning
論文地址:https://arxiv.org/abs/1912.02315?
17.Making Better Mistakes: Leveraging Class Hierarchies with Deep Networks
論文地址:https://arxiv.org/abs/1912.09393?
18.CARS: Contunuous Evolution for Efficient Neural Architecture Search
論文地址:https://arxiv.org/pdf/1909.04977.pdf?
代碼:https://github.com/huawei-noah/CARS
19.Towards Learning a Generic Agent for Vision-and-Language Navigation via Pre-training
論文地址:https://arxiv.org/abs/2002.10638
代碼:https://github.com/weituo12321/PREVALENT
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