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
PISE: Person Image Synthesis and Editing with Decoupled GAN	Mar 6, 2021	Human ParsingImage Generation	CodeCode Available	1	5
Progressive One-shot Human Parsing	Dec 22, 2020	Human ParsingMetric Learning	CodeCode Available	1	5
Deep Learning Technique for Human Parsing: A Survey and Outlook	Jan 1, 2023	Deep LearningHuman Parsing	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
Renovating Parsing R-CNN for Accurate Multiple Human Parsing	Sep 20, 2020	Human Parsing	CodeCode Available	1	5
Graphonomy: Universal Image Parsing via Graph Reasoning and Transfer	Jan 26, 2021	Graph Representation LearningHuman Parsing	CodeCode Available	1	5
DM-VTON: Distilled Mobile Real-time Virtual Try-On	Aug 26, 2023	GPUHuman Parsing	CodeCode Available	1	5
Identity-Guided Human Semantic Parsing for Person Re-Identification	Jul 27, 2020	ClusteringHuman Parsing	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
Beyond Human Parts: Dual Part-Aligned Representations for Person Re-Identification	Oct 22, 2019	Human ParsingPerson Re-Identification	CodeCode Available	0	5
Progressive Limb-Aware Virtual Try-On	Mar 16, 2025	AttributeHuman 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
Part Representation Learning with Teacher-Student Decoder for Occluded Person Re-identification	Dec 15, 2023	DecoderHuman Parsing	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
Macro-Micro Adversarial Network for Human Parsing	Jul 22, 2018	Human ParsingHuman Part Segmentation	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
C-DLinkNet: considering multi-level semantic features for human parsing	Jan 31, 2020	DecoderHuman Parsing	CodeCode Available	0	5
CCNet: Criss-Cross Attention for Semantic Segmentation	Nov 28, 2018	Computational EfficiencyGPU	CodeCode Available	0	5
Identity-Sensitive Knowledge Propagation for Cloth-Changing Person Re-identification	Aug 25, 2022	Cloth-Changing Person Re-IdentificationHuman Parsing	CodeCode Available	0	5
DROP: Decouple Re-Identification and Human Parsing with Task-specific Features for Occluded Person Re-identification	Jan 31, 2024	Human ParsingMulti-Task Learning	CodeCode Available	0	5
Image Comes Dancing with Collaborative Parsing-Flow Video Synthesis	Oct 27, 2021	Human ParsingVideo Generation	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