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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 11–20 of 125 papers

Title	Date	Tasks	Status	Hype
Graphonomy: Universal Human Parsing via Graph Transfer Learning	Apr 9, 2019	Human ParsingTransfer Learning	CodeCode Available	1
Hierarchical Human Parsing with Typed Part-Relation Reasoning	Mar 10, 2020	Human ParsingRelation	CodeCode Available	1
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
Identity-Guided Human Semantic Parsing for Person Re-Identification	Jul 27, 2020	ClusteringHuman Parsing	CodeCode Available	1
Differentiable Multi-Granularity Human Representation Learning for Instance-Aware Human Semantic Parsing	Mar 8, 2021	Human ParsingMulti-Person Pose Estimation	CodeCode Available	1
End-to-end One-shot Human Parsing	May 4, 2021	Human ParsingMetric Learning	CodeCode Available	1
Correlating Edge, Pose with Parsing	May 4, 2020	Feature CorrelationHuman Parsing	CodeCode Available	1
DM-VTON: Distilled Mobile Real-time Virtual Try-On	Aug 26, 2023	GPUHuman Parsing	CodeCode Available	1
CDGNet: Class Distribution Guided Network for Human Parsing	Nov 28, 2021	Human ParsingPosition	CodeCode Available	1
Deep Learning Technique for Human Parsing: A Survey and Outlook	Jan 1, 2023	Deep LearningHuman Parsing	CodeCode Available	1

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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