Human Parsing

Human parsing is the task of segmenting a human image into different fine-grained semantic parts such as head, torso, arms and legs.

( Image credit: Multi-Human-Parsing (MHP) )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 125 papers

Title	Date	Tasks	Status	Hype	Score
Correlating Edge, Pose with Parsing	May 4, 2020	Feature CorrelationHuman Parsing	CodeCode Available	1	5
Differentiable Multi-Granularity Human Representation Learning for Instance-Aware Human Semantic Parsing	Mar 8, 2021	Human ParsingMulti-Person Pose Estimation	CodeCode Available	1	5
Human Co-Parsing Guided Alignment for Occluded Person Re-identification	Dec 20, 2022	Human ParsingOccluded Person Re-Identification	CodeCode Available	1	5
Parsing R-CNN for Instance-Level Human Analysis	Nov 30, 2018	Human ParsingHuman Part Segmentation	CodeCode Available	1	5
Deep Learning Technique for Human Parsing: A Survey and Outlook	Jan 1, 2023	Deep LearningHuman Parsing	CodeCode Available	1	5
milliFlow: Scene Flow Estimation on mmWave Radar Point Cloud for Human Motion Sensing	Jun 29, 2023	Activity RecognitionDecision Making	CodeCode Available	1	5
Progressive One-shot Human Parsing	Dec 22, 2020	Human ParsingMetric Learning	CodeCode Available	1	5
UniHCP: A Unified Model for Human-Centric Perceptions	Mar 6, 2023	2D Pose EstimationAttribute	CodeCode Available	1	5
DM-VTON: Distilled Mobile Real-time Virtual Try-On	Aug 26, 2023	GPUHuman Parsing	CodeCode Available	1	5
Long-Term Person Re-identification with Dramatic Appearance Change: Algorithm and Benchmark	Oct 1, 2022	Human ParsingPerson Re-Identification	CodeCode Available	1	5
Human Parsing Based Texture Transfer from Single Image to 3D Human via Cross-View Consistency	Dec 1, 2020	Human ParsingImage to 3D	CodeCode Available	1	5
End-to-end One-shot Human Parsing	May 4, 2021	Human ParsingMetric Learning	CodeCode Available	1	5
Adaptive Temporal Encoding Network for Video Instance-level Human Parsing	Aug 2, 2018	Human ParsingSegmentation	CodeCode Available	0	5
Deep Human Parsing with Active Template Regression	Mar 9, 2015	Human ParsingPosition	CodeCode Available	0	5
Beyond Human Parts: Dual Part-Aligned Representations for Person Re-Identification	Oct 22, 2019	Human ParsingPerson Re-Identification	CodeCode Available	0	5
Parsing is All You Need for Accurate Gait Recognition in the Wild	Aug 31, 2023	AllGait Recognition	CodeCode Available	0	5
Part Representation Learning with Teacher-Student Decoder for Occluded Person Re-identification	Dec 15, 2023	DecoderHuman Parsing	CodeCode Available	0	5
Grapy-ML: Graph Pyramid Mutual Learning for Cross-dataset Human Parsing	Nov 27, 2019	Human ParsingSemantic Segmentation	CodeCode Available	0	5
Multiple-Human Parsing in the Wild	May 19, 2017	Human ParsingMulti-Human Parsing	CodeCode Available	0	5
Look into Person: Joint Body Parsing & Pose Estimation Network and A New Benchmark	Apr 5, 2018	Human ParsingPose Estimation	CodeCode Available	0	5
It Takes Two: Accurate Gait Recognition in the Wild via Cross-granularity Alignment	Nov 16, 2024	Gait RecognitionGait Recognition in the Wild	CodeCode Available	0	5
Look into Person: Self-supervised Structure-sensitive Learning and A New Benchmark for Human Parsing	Mar 16, 2017	Human ParsingSelf-Supervised Learning	CodeCode Available	0	5
C-DLinkNet: considering multi-level semantic features for human parsing	Jan 31, 2020	DecoderHuman Parsing	CodeCode Available	0	5
Exploring More from Multiple Gait Modalities for Human Identification	Dec 16, 2024	Human ParsingOptical Flow Estimation	CodeCode Available	0	5
Macro-Micro Adversarial Network for Human Parsing	Jul 22, 2018	Human ParsingHuman Part Segmentation	CodeCode Available	0	5

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All datasets 4D-DRESS PASCAL Context

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Graphonomy_Inner	mAcc	0.97	—	Unverified
2	CDGNet_Inner	mAcc	0.92	—	Unverified
3	Graphonomy_Outer	mAcc	0.92	—	Unverified
4	SCHP_Inner	mAcc	0.91	—	Unverified
5	CDGNet_Outer	mAcc	0.89	—	Unverified
6	SCHP_Outer	mAcc	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	mIoU	67.61	—	Unverified