日前,計算機視覺三大頂會之一CVPR2020接收結果已經公佈,一共有1470篇論文被接收,接收率爲22%,相比去年降低3個百分點,競爭越來越激烈。這裏和大家分享整理的論文和代碼資源,文末有資源的打包下載鏈接。
目錄
一、CVPR 2020
CVPR 2020 將在西雅圖舉行,時間是 6 月 13-19 日。大會主席是 Gerard Medioni(南加州大學 & 亞馬遜研究負責人,Amazon Go),Ramin Zabih(康奈爾大學)和 Terry Boult(科羅拉多斯普林斯分校)程序主席是劉策(谷歌 & MIT)、Greg Mori(加拿大西蒙弗雷澤大學),Kate Saenko(波士頓大學) 和 Silvio Savarese(斯坦福大學)。其中,華人程序主席劉策清華大學本碩,在 MIT 取得博士學位(CSAIL),2014 年加入谷歌,現任資深研究科學家。除了出任 CVPR 2020 聯席程序主席,劉策還在 CVPR 2017 和 ICCV 2015 擔任領域主席。
計算機視覺頂會CVPR2020官方今日發佈接收論文列表(編號):http://cvpr2020.thecvf.com/sites/default/files/2020-02/accepted_list.txt
二、 CVPR 2020論文分類
目標檢測
-
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 -
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
-
Semi-Supervised Semantic Image Segmentation with Self-correcting Networks
論文地址:https://arxiv.org/abs/1811.07073 -
Deep Snake for Real-Time Instance Segmentation
論文地址:https://arxiv.org/abs/2001.01629 -
CenterMask : Real-Time Anchor-Free Instance Segmentation
論文地址:https://arxiv.org/abs/1911.06667
代碼:https://github.com/youngwanLEE/CenterMask -
SketchGCN: Semantic Sketch Segmentation with Graph Convolutional Networks
論文地址:https://arxiv.org/abs/2003.00678 -
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 -
xMUDA: Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation
論文地址:https://arxiv.org/abs/1911.12676 -
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation
論文地址:https://arxiv.org/abs/2001.00309 -
Visual Commonsense R-CNN
論文地址:https://arxiv.org/abs/2002.12204 -
Out-of-distribution
論文地址:https://arxiv.org/abs/2002.11297
人臉識別
-
Towards Universal Representation Learning for Deep Face Recognition
論文地址:https://arxiv.org/abs/2002.11841 -
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 -
Face X-ray for More General Face Forgery Detection
論文地址:https://arxiv.org/pdf/1912.13458.pdf
目標跟蹤
- ROAM: Recurrently Optimizing Tracking Model
論文地址:https://arxiv.org/abs/1907.12006
三維點雲&重建
-
PF-Net: Point Fractal Network for 3D Point Cloud Completion
論文地址:https://arxiv.org/abs/2003.00410 -
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/ -
Learning multiview 3D point cloud registration
論文地址:https://arxiv.org/abs/2001.05119 -
C-Flow: Conditional Generative Flow Models for Images and 3D Point Clouds
論文地址:https://arxiv.org/abs/1912.07009 -
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds
論文地址:https://arxiv.org/abs/1911.11236 -
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 -
Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion
論文地址:https://arxiv.org/abs/2003.01456 -
In Perfect Shape: Certifiably Optimal 3D Shape Reconstruction from 2D Landmarks
論文地址:https://arxiv.org/pdf/1911.11924.pdf
姿態估計
-
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 -
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 -
4D Association Graph for Realtime Multi-person Motion Capture Using Multiple Video Cameras
論文地址:https://arxiv.org/abs/2002.12625 -
Optimal least-squares solution to the hand-eye calibration problem
論文地址:https://arxiv.org/abs/2002.10838 -
D3VO: Deep Depth, Deep Pose and Deep Uncertainty for Monocular Visual Odometry
論文地址:https://arxiv.org/abs/2003.01060 -
Multi-Modal Domain Adaptation for Fine-Grained Action Recognition
論文地址:https://arxiv.org/abs/2001.09691 -
Distribution Aware Coordinate Representation for Human Pose Estimation
論文地址:https://arxiv.org/abs/1910.06278 -
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 -
PVN3D: A Deep Point-wise 3D Keypoints Voting Network for 6DoF Pose Estimation
論文地址:https://arxiv.org/abs/1911.04231
GAN
-
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 -
MSG-GAN: Multi-Scale Gradient GAN for Stable Image Synthesis
論文地址:https://arxiv.org/abs/1903.06048 -
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
- Improved Few-Shot Visual Classification
論文地址:https://arxiv.org/pdf/1912.03432.pdf - Meta-Transfer Learning for Zero-Shot Super-Resolution
論文地址:https://arxiv.org/abs/2002.12213
弱監督&無監督
- Rethinking the Route Towards Weakly Supervised Object Localization
論文地址:https://arxiv.org/abs/2002.11359 - NestedVAE: Isolating Common Factors via Weak Supervision
論文地址:https://arxiv.org/abs/2002.11576 - Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation
論文地址:https://arxiv.org/abs/1911.07450 - Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction
論文地址:https://arxiv.org/abs/2003.01460
神經網絡
-
Visual Commonsense R-CNN
論文地址:https://arxiv.org/abs/2002.12204 -
GhostNet: More Features from Cheap Operations
論文地址:https://arxiv.org/abs/1911.11907
代碼:https://github.com/iamhankai/ghostnet -
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
- GPU-Accelerated Mobile Multi-view Style Transfer
論文地址:https://arxiv.org/abs/2003.00706
視覺常識
- What it Thinks is Important is Important: Robustness Transfers through Input Gradients
論文地址:https://arxiv.org/abs/1912.05699 - Attentive Context Normalization for Robust Permutation-Equivariant Learning
論文地址:https://arxiv.org/abs/1907.02545 - Bundle Adjustment on a Graph Processor
論文地址:https://arxiv.org/abs/2003.03134 https://github.com/joeaortiz/gbp - Transferring Dense Pose to Proximal Animal Classes
論文地址:https://arxiv.org/abs/2003.00080 - Representations, Metrics and Statistics For Shape Analysis of Elastic Graphs
論文地址:https://arxiv.org/abs/2003.00287 - Learning in the Frequency Domain
論文地址:https://arxiv.org/abs/2002.12416 - Filter Grafting for Deep Neural Networks
論文地址:https://arxiv.org/pdf/2001.05868.pdf - ClusterFit: Improving Generalization of Visual Representations
論文地址:https://arxiv.org/abs/1912.03330 - Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory Prediction
論文地址:https://arxiv.org/abs/2002.11927 - Auto-Encoding Twin-Bottleneck Hashing
論文地址:https://arxiv.org/abs/2002.11930 - Learning Representations by Predicting Bags of Visual Words
論文地址:https://arxiv.org/abs/2002.12247 - Holistically-Attracted Wireframe Parsing
論文地址:https://arxiv.org/abs/2003.01663 - A General and Adaptive Robust Loss Function
論文地址:https://arxiv.org/abs/1701.03077 - A Characteristic Function Approach to Deep Implicit Generative Modeling
論文地址:https://arxiv.org/abs/1909.07425 - AdderNet: Do We Really Need Multiplications in Deep Learning?
論文地址:https://arxiv.org/pdf/1912.13200 - 12-in-1: Multi-Task Vision and Language Representation Learning
論文地址:https://arxiv.org/abs/1912.02315 - Making Better Mistakes: Leveraging Class Hierarchies with Deep Networks
論文地址:https://arxiv.org/abs/1912.09393 - 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 - 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
OCR
- 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
圖像分類
-
Self-training with Noisy Student improves ImageNet classification
論文地址:https://arxiv.org/abs/1911.04252 -
Image Matching across Wide Baselines: From Paper to Practice
論文地址:https://arxiv.org/abs/2003.01587 -
Towards Robust Image Classification Using Sequential Attention Models
論文地址:https://arxiv.org/abs/1912.02184 -
視頻分析
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 -
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 -
Fine-grained Video-Text Retrieval with Hierarchical Graph Reasoning
論文地址:https://arxiv.org/abs/2003.00392 -
Object Relational Graph with Teacher-Recommended Learning for Video Captioning
論文地址:https://arxiv.org/abs/2002.11566 -
Zooming Slow-Mo: Fast and Accurate One-Stage Space-Time Video Super-Resolution
論文地址:https://arxiv.org/abs/2002.11616 -
Blurry Video Frame Interpolation
論文地址:https://arxiv.org/abs/2002.12259 -
Hierarchical Conditional Relation Networks for Video Question Answering
論文地址:https://arxiv.org/abs/2002.10698 -
Action Modifiers:Learning from Adverbs in Instructional Video
論文地址:https://arxiv.org/abs/1912.06617
圖像處理
-
Learning to Shade Hand-drawn Sketches
論文地址:https://arxiv.org/abs/2002.11812 -
Single Image Reflection Removal through Cascaded Refinement
論文地址:https://arxiv.org/abs/1911.06634 -
Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data
論文地址:https://arxiv.org/abs/2002.11297 -
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 -
RoutedFusion: Learning Real-time Depth Map Fusion
論文地址:https://arxiv.org/pdf/2001.04388.pdf -
Blurry Video Frame Interpolation
論文地址:https://arxiv.org/abs/2002.12259
三、資源打包下載
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