Skip to content

Latest commit

 

History

History
21 lines (21 loc) · 2.96 KB

LS_FaceParsing.md

File metadata and controls

21 lines (21 loc) · 2.96 KB

Face Parsing

SLNo Architecture_Block_Diagram Model PaperLink GitHub Dataset Framework Year Training Pipeline Testing Pipeline Loss License Keywords
1 Farl FaRL-B General Facial Representation Learning in a Visual-Linguistic Manner https://github.com/FacePerceiver/FaRL LaPa CelebAMask-HQ Pytorch 2021 Yes NA Contrastive, Binary cross entropy MIT
2 DMLSCR DML-CSR Decoupled Multi-task Learning with Cyclical Self-Regulation for Face Parsing https://github.com/deepinsight/insightface Helen LaPa CelebAMask-HQ Pytorch 2022 Yes Yes Consistency, Lovasz Softmax, KL Divergence MIT
3 EAGRNet EAGRNet Edge-aware Graph Representation Learning and Reasoning for Face Parsing https://github.com/tegusi/EAGRNet Helen LaPa CelebAMask-HQ Pytorch 2021 Yes Yes(eval) BA(boundary attention) loss, Cross entropy loss NA
4 RTNet RT-Net RoI Tanh-polar Transformer Network for Face Parsing in the Wild https://github.com/hhj1897/face_parsing LaPa iBugMask Pytorch 2021 NA Yes Cross entropy loss, Dice loss MIT
5 Agrnet AGRNet AGRNet: Adaptive Graph Representation Learning and Reasoning for Face Parsing NA LaPa Helen(merged cls) CelebAMask-HQ NA 2021 NA NA Cross Entropy loss, BA Loss, Discriminative loss NA
6 Unet UNet(real) Fake It Till You Make It: Face analysis in the wild using synthetic data alone NA Helen LaPa NA 2021 NA NA BCE Loss Custom
7 Unet UNet(synthetic) Fake It Till You Make It: Face analysis in the wild using synthetic data alone NA LaPa Helen NA 2021 NA NA BCE Loss Custom
8 AFIP AFIP Accurate facial image parsing at real-time speed NA LaPa CelebAMask-HQ NA 2019 NA NA SC Loss(Statistical Contextual loss) NA
9 EHANet EHANet EHANet: An Effective Hierarchical Aggregation Network for Face Parsing https://github.com/JACKYLUO1991/FaceParsing CelebAMask-HQ LaPa Helen Pytorch 2020 Yes Yes Boundary Aware loss MIT