Video Panoptic Segmentation

Description from the archive archive 2025-07-28; Papers-with-Code links inside it are rewritten to this site.

Benchmarks archive 2025-07-28

5 leaderboard tables shown for this task, 5 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

6 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

21 shown of 21 papers with code (42 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.

• A Simple Video Segmenter by Tracking Objects Along Axial Trajectories
  30 Nov 2023 2 repositories listed
  In this work, we present Axial-VS, a general and simple framework that enhances video segmenters by tracking objects along axial trajectories.
• ViP-DeepLab: Learning Visual Perception with Depth-aware Video Panoptic Segmentation
  9 Dec 2020 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  We name this joint task as Depth-aware Video Panoptic Segmentation, and propose a new evaluation metric along with two derived datasets for it, which will be made available to the public.
• MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments
  4 Mar 2025 1 repository listed
  Operating rooms (ORs) are complex, high-stakes environments requiring precise understanding of interactions among medical staff, tools, and equipment for enhancing surgical assistance, situational awareness, and patient…
• Context-Aware Video Instance Segmentation
  3 Jul 2024 1 repository listed
  In this paper, we introduce the Context-Aware Video Instance Segmentation (CAVIS), a novel framework designed to enhance instance association by integrating contextual information adjacent to each object.
• Uni-DVPS: Unified Model for Depth-Aware Video Panoptic Segmentation
  1 Jul 2024 1 repository listed
  We present Uni-DVPS, a unified model for Depth-aware Video Panoptic Segmentation (DVPS) that jointly tackles distinct vision tasks, i.
• An Integrated Framework for Multi-Granular Explanation of Video Summarization
  16 May 2024 1 repository listed
  The findings of the conducted quantitative and qualitative evaluations demonstrate the ability of our framework to spot the most and least influential fragments and visual objects of the video for the summarizer, and to…
• UniVS: Unified and Universal Video Segmentation with Prompts as Queries
  28 Feb 2024 1 repository listed Syntology ran 12 of 14 samples · 2 unverified · 14 pointer-only (licence)
  Despite the recent advances in unified image segmentation (IS), developing a unified video segmentation (VS) model remains a challenge.
• DVIS++: Improved Decoupled Framework for Universal Video Segmentation
  20 Dec 2023 1 repository listed
  We present the \textbf{D}ecoupled \textbf{VI}deo \textbf{S}egmentation (DVIS) framework, a novel approach for the challenging task of universal video segmentation, including video instance segmentation (VIS), video…
• Tracking Anything with Decoupled Video Segmentation
  7 Sep 2023 1 repository listed Syntology ran 7 of 10 samples · 3 unverified · 10 pointer-only (licence)
  To 'track anything' without training on video data for every individual task, we develop a decoupled video segmentation approach (DEVA), composed of task-specific image-level segmentation and class/task-agnostic…
• 1st Place Solution for PVUW Challenge 2023: Video Panoptic Segmentation
  7 Jun 2023 1 repository listed
  In this report, we successfully validated the effectiveness of the decoupling strategy in video panoptic segmentation.
• DVIS: Decoupled Video Instance Segmentation Framework
  6 Jun 2023 1 repository listed
  The efficacy of the decoupling strategy relies on two crucial elements: 1) attaining precise long-term alignment outcomes via frame-by-frame association during tracking, and 2) the effective utilization of temporal…
• Tube-Link: A Flexible Cross Tube Framework for Universal Video Segmentation
  22 Mar 2023 1 repository listed
  Our framework is a near-online approach that takes a short subclip as input and outputs the corresponding spatial-temporal tube masks.
• TarViS: A Unified Approach for Target-based Video Segmentation
  6 Jan 2023 1 repository listed Syntology ran 0 of 6 samples · 6 unverified
  A single TarViS model can be trained jointly on a collection of datasets spanning different tasks, and can hot-swap between tasks during inference without any task-specific retraining.
• Context-Aware Relative Object Queries To Unify Video Instance and Panoptic Segmentation
  1 Jan 2023 1 repository listed
  We evaluate the proposed approach across three challenging tasks: video instance segmentation, multi-object tracking and segmentation, and video panoptic segmentation.
• PVO: Panoptic Visual Odometry
  4 Jul 2022 1 repository listed
  We present PVO, a novel panoptic visual odometry framework to achieve more comprehensive modeling of the scene motion, geometry, and panoptic segmentation information.
• Waymo Open Dataset: Panoramic Video Panoptic Segmentation
  15 Jun 2022 1 repository listed
  We therefore present the Waymo Open Dataset: Panoramic Video Panoptic Segmentation Dataset, a large-scale dataset that offers high-quality panoptic segmentation labels for autonomous driving.
• Video K-Net: A Simple, Strong, and Unified Baseline for Video Segmentation
  10 Apr 2022 1 repository listed
  We hope this simple, yet effective method can serve as a new, flexible baseline in unified video segmentation design.
• Large-Scale Video Panoptic Segmentation in the Wild: A Benchmark
  1 Jan 2022 1 repository listed
  In contrast, our large-scale VIdeo Panoptic Segmentation in the Wild (VIPSeg) dataset provides 3, 536 videos and 84, 750 frames with pixel-level panoptic annotations, covering a wide range of real-world scenarios and…
• PolyphonicFormer: Unified Query Learning for Depth-aware Video Panoptic Segmentation
  5 Dec 2021 1 repository listed
  The Depth-aware Video Panoptic Segmentation (DVPS) is a new challenging vision problem that aims to predict panoptic segmentation and depth in a video simultaneously.
• STEP: Segmenting and Tracking Every Pixel
  23 Feb 2021 1 repository listed
  The task of assigning semantic classes and track identities to every pixel in a video is called video panoptic segmentation.
• Video Panoptic Segmentation
  19 Jun 2020 1 repository listed
  In this paper, we propose and explore a new video extension of this task, called video panoptic segmentation.

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.