Video Emotion Recognition

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

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

9 shown of 9 papers with code (29 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.

• Emotion Recognition in Audio and Video Using Deep Neural Networks
  15 Jun 2020 2 repositories listed
  Humans are able to comprehend information from multiple domains for e.
• MIMAMO Net: Integrating Micro- and Macro-motion for Video Emotion Recognition
  21 Nov 2019 2 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  Spatial-temporal feature learning is of vital importance for video emotion recognition.
• VAEmo: Efficient Representation Learning for Visual-Audio Emotion with Knowledge Injection
  5 May 2025 1 repository listed
  Audiovisual emotion recognition (AVER) aims to infer human emotions from nonverbal visual-audio (VA) cues, offering modality-complementary and language-agnostic advantages.
• MTCAE-DFER: Multi-Task Cascaded Autoencoder for Dynamic Facial Expression Recognition
  25 Dec 2024 1 repository listed
  This paper expands the cascaded network branch of the autoencoder-based multi-task learning (MTL) framework for dynamic facial expression recognition, namely Multi-Task Cascaded Autoencoder for Dynamic Facial Expression…
• MultiMAE-DER: Multimodal Masked Autoencoder for Dynamic Emotion Recognition
  28 Apr 2024 1 repository listed
  In comparison to state-of-the-art multimodal supervised learning models for dynamic emotion recognition, MultiMAE-DER enhances the weighted average recall (WAR) by 4.
• Towards Emotion Analysis in Short-form Videos: A Large-Scale Dataset and Baseline
  29 Nov 2023 1 repository listed
  The prevailing use of SVs to spread emotions leads to the necessity of conducting video emotion analysis (VEA) towards SVs.
• Weakly Supervised Video Emotion Detection and Prediction via Cross-Modal Temporal Erasing Network
  1 Jan 2023 1 repository listed
  Automatically predicting the emotions of user-generated videos (UGVs) receives increasing interest recently.
• FV2ES: A Fully End2End Multimodal System for Fast Yet Effective Video Emotion Recognition Inference
  21 Sep 2022 1 repository listed
  In the latest social networks, more and more people prefer to express their emotions in videos through text, speech, and rich facial expressions.
• Technical Report for Valence-Arousal Estimation on Affwild2 Dataset
  4 May 2021 1 repository listed
  In this work, we describe our method for tackling the valence-arousal estimation challenge from ABAW FG-2020 Competition.

Syntology lines on 1 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.