Supervised Video Summarization

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

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

4 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

12 shown of 12 papers with code (28 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.

• Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward
  29 Dec 2017 6 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Video summarization aims to facilitate large-scale video browsing by producing short, concise summaries that are diverse and representative of original videos.
• Supervised Video Summarization via Multiple Feature Sets with Parallel Attention
  23 Apr 2021 3 repositories listed
  The proposed architecture utilizes an attention mechanism before fusing motion features and features representing the (static) visual content, i.
• Test-Time Training with Self-Supervision for Generalization under Distribution Shifts
  29 Sep 2019 3 repositories listed
  In this paper, we propose Test-Time Training, a general approach for improving the performance of predictive models when training and test data come from different distributions.
• Align and Attend: Multimodal Summarization with Dual Contrastive Losses
  13 Mar 2023 2 repositories listed
  The goal of multimodal summarization is to extract the most important information from different modalities to form output summaries.
• Progressive Video Summarization via Multimodal Self-supervised Learning
  7 Jan 2022 2 repositories listed
  Considering that the annotation of large-scale datasets is time-consuming, we propose a multimodal self-supervised learning framework to obtain semantic representations of videos, which benefits the video summarization…
• Video Joint Modelling Based on Hierarchical Transformer for Co-summarization
  27 Dec 2021 2 repositories listed
  Video summarization aims to automatically generate a summary (storyboard or video skim) of a video, which can facilitate large-scale video retrieval and browsing.
• CSTA: CNN-based Spatiotemporal Attention for Video Summarization
  20 May 2024 1 repository listed Syntology ran 7 of 8 samples · 1 unverified
  Video summarization aims to generate a concise representation of a video, capturing its essential content and key moments while reducing its overall length.
• Combining Global and Local Attention with Positional Encoding for Video Summarization
  1 Dec 2021 1 repository listed
  This paper presents a new method for supervised video summarization.
• CLIP-It! Language-Guided Video Summarization
  1 Jul 2021 1 repository listed
  A generic video summary is an abridged version of a video that conveys the whole story and features the most important scenes.
• Self-Attention Recurrent Summarization Network with Reinforcement Learning for Video Summarization Task
  9 Jun 2021 1 repository listed
  With the exponential growth of video data, video summarization techniques are urgently needed for reducing people’s efforts in the videos' content exploration by generating succinct but informative summaries from…
• DSNet: A Flexible Detect-to-Summarize Network for Video Summarization
  1 Dec 2020 1 repository listed
  In this paper, we propose a Detect-to-Summarize network (DSNet) framework for supervised video summarization.
• Discriminative Feature Learning for Unsupervised Video Summarization
  24 Nov 2018 1 repository listed
  The proposed variance loss allows a network to predict output scores for each frame with high discrepancy which enables effective feature learning and significantly improves model performance.

Syntology lines on 2 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.