Parsing R-CNN for Instance-Level Human Analysis

CVPR 2019 Lu YangQing SongZhihui WangMing Jiang

Instance-level human analysis is common in real-life scenarios and has multiple manifestations, such as human part segmentation, dense pose estimation, human-object interactions, etc. Models need to distinguish different human instances in the image panel and learn rich features to represent the details of each instance... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Human Part Segmentation CIHP Parsing R-CNN + ResNext101 Mean IoU 61.1 # 1
Pose Estimation DensePose-COCO Parsing R-CNN + ResNext101 AP 61.6 # 1
Human Part Segmentation MHP v2.0 Parsing R-CNN + ResNext101 Mean IoU 41.8 # 1