SOTAVerified

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

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Showing 1–50 of 125 papers

TitleStatusHype
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual TasksCode3
4D-DRESS: A 4D Dataset of Real-world Human Clothing with Semantic AnnotationsCode2
HumanBench: Towards General Human-centric Perception with Projector Assisted PretrainingCode2
Body Part-Based Representation Learning for Occluded Person Re-IdentificationCode2
Text2Human: Text-Driven Controllable Human Image GenerationCode2
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene UnderstandingCode2
MTMamba: Enhancing Multi-Task Dense Scene Understanding by Mamba-Based DecodersCode1
Explore Human Parsing Modality for Action RecognitionCode1
UniParser: Multi-Human Parsing with Unified Correlation Representation LearningCode1
DM-VTON: Distilled Mobile Real-time Virtual Try-OnCode1
Integrating Human Parsing and Pose Network for Human Action RecognitionCode1
milliFlow: Scene Flow Estimation on mmWave Radar Point Cloud for Human Motion SensingCode1
UniHCP: A Unified Model for Human-Centric PerceptionsCode1
Deep Learning Technique for Human Parsing: A Survey and OutlookCode1
Human Co-Parsing Guided Alignment for Occluded Person Re-identificationCode1
IntegratedPIFu: Integrated Pixel Aligned Implicit Function for Single-view Human ReconstructionCode1
Long-Term Person Re-identification with Dramatic Appearance Change: Algorithm and BenchmarkCode1
Versatile Multi-Modal Pre-Training for Human-Centric PerceptionCode1
CDGNet: Class Distribution Guided Network for Human ParsingCode1
Quality-Aware Network for Face ParsingCode1
End-to-end One-shot Human ParsingCode1
Quality-Aware Network for Human ParsingCode1
Differentiable Multi-Granularity Human Representation Learning for Instance-Aware Human Semantic ParsingCode1
Parser-Free Virtual Try-on via Distilling Appearance FlowsCode1
PISE: Person Image Synthesis and Editing with Decoupled GANCode1
Graphonomy: Universal Image Parsing via Graph Reasoning and TransferCode1
Neural Architecture Search for Joint Human Parsing and Pose EstimationCode1
Progressive One-shot Human ParsingCode1
Human Parsing Based Texture Transfer from Single Image to 3D Human via Cross-View ConsistencyCode1
Renovating Parsing R-CNN for Accurate Multiple Human ParsingCode1
Identity-Guided Human Semantic Parsing for Person Re-IdentificationCode1
Correlating Edge, Pose with ParsingCode1
Hierarchical Human Parsing with Typed Part-Relation ReasoningCode1
Learning Compositional Neural Information Fusion for Human ParsingCode1
Learning from Synthetic AnimalsCode1
Graphonomy: Universal Human Parsing via Graph Transfer LearningCode1
Parsing R-CNN for Instance-Level Human AnalysisCode1
Adept: Annotation-Denoising Auxiliary Tasks with Discrete Cosine Transform Map and Keypoint for Human-Centric Pretraining—0
SCHNet: SAM Marries CLIP for Human Parsing—0
Progressive Limb-Aware Virtual Try-OnCode0
TruePose: Human-Parsing-guided Attention Diffusion for Full-ID Preserving Pose Transfer—0
MC-VTON: Minimal Control Virtual Try-On Diffusion Transformer—0
Exploring More from Multiple Gait Modalities for Human IdentificationCode0
Improving analytical color and texture similarity estimation methods for dataset-agnostic person reidentification—0
It Takes Two: Accurate Gait Recognition in the Wild via Cross-granularity AlignmentCode0
Features Reconstruction Disentanglement Cloth-Changing Person Re-Identification—0
Part-Attention Based Model Make Occluded Person Re-Identification Stronger—0
Data Augmentation in Human-Centric Vision—0
Spatial Cascaded Clustering and Weighted Memory for Unsupervised Person Re-identification—0
DROP: Decouple Re-Identification and Human Parsing with Task-specific Features for Occluded Person Re-identificationCode0
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All datasets4D-DRESSPASCAL Context

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Graphonomy_InnermAcc0.97—Unverified
2CDGNet_InnermAcc0.92—Unverified
3Graphonomy_OutermAcc0.92—Unverified
4SCHP_InnermAcc0.91—Unverified
5CDGNet_OutermAcc0.89—Unverified
6SCHP_OutermAcc0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTmIoU67.61—Unverified