Len-Li / awesome-occlusion-detection

A survey of occlusion handling in object detection

awesome-occlusion-detection

A survey of occlusion handling in object detection/recognition

Survey

遮挡目标检测与识别技术研究_蔡星艳
Occlusion Detection and Handling: A Review
Occlusion Handling in Generic Object Detection: A Review
Survey of pedestrian detection with occlusion

General

[CVPR2006] The layout consistent random field for recognizing and segmenting partially occluded objects
[CVPR2011] A segmentation-aware object detection model with occlusion handling
[CVIU2013] Occlusion cues for image scene layering
[IV2013] Occlusion handling using discriminative model of trained part templates and conditional random field
[ICANN2013] Using the Analytic Feature Framework for the Detection of Occluded Objects
[ICANN2014] A two-stage classifier architecture for detecting objects under real-world occlusion patterns
[BMVC2016] Measuring the effect of nuisance variables on classifiers
[ECCV2016] Amodal instance segmentation
[2017] Detecting semantic parts on partially occluded objects
[2017] Improved regularization of convolutional neural networks with cutout
[CVPR2017] A-fast-rcnn: Hard positive generation via adversary for object detection
[CVPR2018] Segan: Segmenting and generating the invisible
- 提出DYCE数据集
[CVPR2018] Deepvoting: A robust and explainable deep network for semantic part detection under partial occlusion
[2019] Robustness of Object Recognition under Extreme Occlusion in Humans and Computational Models
[2019] Tdapnet: Prototype network with recurrent top-down attention for robust object classification under partial occlusion
[CVPR2019] Amodal instance segmentation with kins dataset
- 提出KITTI数据集，针对amodal实例分割任务
[WACV2019] Learning to see the invisible: End-to-end trainable amodal instance segmentation
[IJCV2020] Deep Learning for Generic Object Detection: A Survey
- 只提到了一点关于occlusion
[CVPR2020] Robust object detection under occlusion with context-aware compositionalnets
- 提出新遮挡数据集 OccludedCOCO
[CVPR2020] Self-supervised scene de-occlusion
[IJCV2021] Compositional convolutional neural networks: A robust and interpretable model for object recognition under occlusion

Pedestrian Detection

[ICCV2009] An HOG-LBP human detector with partial occlusion handling
[CVPR2010] Multi-cue pedestrian classification with partial occlusion handling
[ICCV2015] Deep learning strong parts for pedestrian detection
[ECCV2018] Occlusion-aware R-CNN: detecting pedestrians in a crowd
[CVPR2018] Repulsion Loss: Detecting Pedestrians in a Crowd
[TITS2019] Overcoming Occlusion in the Automotive Environment—A Review
[2021] Survey of pedestrian detection with occlusion

Face detection

[TPAMI2017] Faceness-net: Face detection through deep facial part responses
[ICMR2020] Occlusion-Aware GAN for Face De-Occlusion in the Wild
[2020] A survey of face recognition techniques under occlusion

Car Detection

[TITS2008] Multilevel Framework to Detect and Handle Vehicle Occlusion
[SP2015] Inferring occluded features for fast object detection
[CVPR2019] Occlusion-Net: 2D/3D Occluded Keypoint Localization Using Graph Networks
[WACV2020] Combining Compositional Models and Deep Networks For Robust Object Classification under Occlusion
- 提出数据集Occluded-Vehicles
[CVPR2020] Compositional Convolutional Neural Networks: A Deep Architecture with Innate Robustness to Partial Occlusion [Code]
- 使用数据集Occluded-Vehicles

Stereo

[CVPR2001] Handling occlusions in dense multi-view stereo
[CVPR2005] Symmetric stereo matching for occlusion handling
[BMVC2018] Symmnet: A symmetric convolutional neural network for occlusion detection

Object Tracking

Others

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A survey of occlusion handling in object detection