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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 1–10 of 125 papers

Title	Date	Tasks	Status	Hype	Score
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks	Mar 30, 2023	Human ParsingPedestrian Attribute Recognition	CodeCode Available	3	5
4D-DRESS: A 4D Dataset of Real-world Human Clothing with Semantic Annotations	Apr 29, 2024	Human Parsing	CodeCode Available	2	5
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining	Mar 10, 2023	AttributeAutonomous Driving	CodeCode Available	2	5
Text2Human: Text-Driven Controllable Human Image Generation	May 31, 2022	DiversityHuman Parsing	CodeCode Available	2	5
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding	Mar 15, 2022	Boundary DetectionHuman Parsing	CodeCode Available	2	5
Body Part-Based Representation Learning for Occluded Person Re-Identification	Nov 7, 2022	Human ParsingOccluded Person Re-Identification	CodeCode Available	2	5
Correlating Edge, Pose with Parsing	May 4, 2020	Feature CorrelationHuman Parsing	CodeCode Available	1	5
End-to-end One-shot Human Parsing	May 4, 2021	Human ParsingMetric Learning	CodeCode Available	1	5
CDGNet: Class Distribution Guided Network for Human Parsing	Nov 28, 2021	Human ParsingPosition	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

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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