Part-aware Panoptic Segmentation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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

2 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.

Most implemented papers archive 2025-07-28

4 shown of 4 papers with code (8 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.

• Cityscapes-Panoptic-Parts and PASCAL-Panoptic-Parts datasets for Scene Understanding
  16 Apr 2020 4 repositories listed Syntology ran 2 of 6 samples · 4 unverified
  In this technical report, we present two novel datasets for image scene understanding.
• Task-aligned Part-aware Panoptic Segmentation through Joint Object-Part Representations
  14 Jun 2024 1 repository listed Syntology ran 1 of 2 samples · 1 unverified
  However, their part-level predictions are not linked to individual parent objects.
• Panoptic-PartFormer: Learning a Unified Model for Panoptic Part Segmentation
  10 Apr 2022 1 repository listed
  To the best of our knowledge, we are the first to solve the PPS problem via \textit{a unified and end-to-end transformer model.
• Part-aware Panoptic Segmentation
  11 Jun 2021 1 repository listed Syntology ran 2 of 11 samples · 9 unverified
  In this work, we introduce the new scene understanding task of Part-aware Panoptic Segmentation (PPS), which aims to understand a scene at multiple levels of abstraction, and unifies the tasks of scene parsing and part…

Syntology lines on 3 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.