Face Parsing

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

5 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

22 shown of 22 papers with code (63 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Micro Expression Generation with Thin-plate Spline Motion Model and Face Parsing
  10 Oct 2022 3 repositories listed
  We (Team: USTC-IAT-United) also compare our method with other competitors' in MEGC2022, and the expert evaluation results show that our method performs best, which verifies the effectiveness of our method.
• SegFace: Face Segmentation of Long-Tail Classes
  11 Dec 2024 2 repositories listed
  Face parsing refers to the semantic segmentation of human faces into key facial regions such as eyes, nose, hair, etc.
• FaceXFormer: A Unified Transformer for Facial Analysis
  19 Mar 2024 2 repositories listed
  In this work, we introduce FaceXFormer, an end-to-end unified transformer model capable of performing nine facial analysis tasks including face parsing, landmark detection, head pose estimation, attribute prediction,…
• General Facial Representation Learning in a Visual-Linguistic Manner
  6 Dec 2021 2 repositories listed Syntology ran 1 of 5 samples · 4 unverified · 4 pointer-only (licence)
  In this paper, we study the transfer performance of pre-trained models on face analysis tasks and introduce a framework, called FaRL, for general Facial Representation Learning in a visual-linguistic manner.
• FP-Age: Leveraging Face Parsing Attention for Facial Age Estimation in the Wild
  21 Jun 2021 2 repositories listed
  To evaluate our method on in-the-wild data, we also introduce a new challenging large-scale benchmark called IMDB-Clean.
• E2Style: Improve the Efficiency and Effectiveness of StyleGAN Inversion
  15 Apr 2021 2 repositories listed
  This paper studies the problem of StyleGAN inversion, which plays an essential role in enabling the pretrained StyleGAN to be used for real image editing tasks.
• High Resolution Face Editing with Masked GAN Latent Code Optimization
  20 Mar 2021 2 repositories listed
  The proposed approach is based on an optimization procedure that directly optimizes the latent code of a pre-trained (state-of-the-art) Generative Adversarial Network (i.
• RoI Tanh-polar Transformer Network for Face Parsing in the Wild
  4 Feb 2021 2 repositories listed
  Face parsing aims to predict pixel-wise labels for facial components of a target face in an image.
• EHANet: An Effective Hierarchical Aggregation Network for Face Parsing
  7 Apr 2020 2 repositories listed
  In recent years, benefiting from deep convolutional neural networks (DCNNs), face parsing has developed rapidly.
• Face Parsing with RoI Tanh-Warping
  4 Jun 2019 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  It uses hierarchical local based method for inner facial components and global methods for outer facial components.
• Beyond Alignment: Blind Video Face Restoration via Parsing-Guided Temporal-Coherent Transformer
  21 Apr 2024 1 repository listed Syntology ran 17 of 19 samples · 2 unverified · 19 pointer-only (licence)
  Multiple complex degradations are coupled in low-quality video faces in the real world.
• Faceptor: A Generalist Model for Face Perception
  14 Mar 2024 1 repository listed Syntology ran 4 of 4 samples · 0 unverified
  This design enhances the unification of model structure while improving application efficiency in terms of storage overhead.
• Toward High Quality Facial Representation Learning
  7 Sep 2023 1 repository listed
  To improve the facial representation quality, we use feature map of a pre-trained visual backbone as a supervision item and use a partially pre-trained decoder for mask image modeling.
• EasyPortrait -- Face Parsing and Portrait Segmentation Dataset
  26 Apr 2023 1 repository listed
  Limited variability in existing portrait segmentation and face parsing datasets, including head poses, ethnicity, scenes, and occlusions specific to video conferencing, motivated us to create a new dataset,…
• Decoupled Multi-task Learning with Cyclical Self-Regulation for Face Parsing
  28 Mar 2022 1 repository listed
  Specifically, DML-CSR designs a multi-task model which comprises face parsing, binary edge, and category edge detection.
• Quality-Aware Network for Face Parsing
  14 Jun 2021 1 repository listed
  This is a very short technical report, which introduces the solution of the Team BUPT-CASIA for Short-video Face Parsing Track of The 3rd Person in Context (PIC) Workshop and Challenge at CVPR 2021.
• Fully Transformer Networks for Semantic Image Segmentation
  8 Jun 2021 1 repository listed
  Transformers have shown impressive performance in various natural language processing and computer vision tasks, due to the capability of modeling long-range dependencies.
• Learning Spatial Attention for Face Super-Resolution
  2 Dec 2020 1 repository listed
  Visualization of the attention maps shows that our spatial attention network can capture the key face structures well even for very low resolution faces (e.
• Progressive Semantic-Aware Style Transformation for Blind Face Restoration
  18 Sep 2020 1 repository listed
  Compared with previous networks, the proposed PSFR-GAN makes full use of the semantic (parsing maps) and pixel (LQ images) space information from different scales of input pairs.
• Edge-aware Graph Representation Learning and Reasoning for Face Parsing
  22 Jul 2020 1 repository listed
  Specifically, we encode a facial image onto a global graph representation where a collection of pixels ("regions") with similar features are projected to each vertex.
• End-to-End Face Parsing via Interlinked Convolutional Neural Networks
  12 Feb 2020 1 repository listed
  Face parsing is an important computer vision task that requires accurate pixel segmentation of facial parts (such as eyes, nose, mouth, etc.
• Weakly-supervised Caricature Face Parsing through Domain Adaptation
  13 May 2019 1 repository listed
  However, current state-of-the-art face parsing methods require large amounts of labeled data on the pixel-level and such process for caricature is tedious and labor-intensive.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.