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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

2020-03-16 11:05 作者:極市平臺(tái)  | 我要投稿

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



為了方便大家閱讀,小極已經(jīng)將全部論文下載并打包。關(guān)注?極市平臺(tái)?公眾號(hào),回復(fù)?CVPR2020?即可獲取下載鏈接。同時(shí),歡迎登陸極市社區(qū):http://bbs.cvmart.net/articles/1538,后續(xù)論文收錄會(huì)在這里?保持更新。


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,附打包下載的評(píng)論 (共 條)

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