Dynamic Facial Expression Recognition

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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.

Most implemented papers archive 2025-07-28

19 shown of 19 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.

• Deep Residual Learning for Image Recognition
  10 Dec 2015 484 repositories listed Syntology ran 230 of 377 samples · 147 unverified · 187 pointer-only (licence)
  Deep residual nets are foundations of our submissions to ILSVRC & COCO 2015 competitions, where we also won the 1st places on the tasks of ImageNet detection, ImageNet localization, COCO detection, and COCO segmentation.
• Learning Spatiotemporal Features with 3D Convolutional Networks
  2 Dec 2014 29 repositories listed
  We propose a simple, yet effective approach for spatiotemporal feature learning using deep 3-dimensional convolutional networks (3D ConvNets) trained on a large scale supervised video dataset.
• From Static to Dynamic: Adapting Landmark-Aware Image Models for Facial Expression Recognition in Videos
  9 Dec 2023 2 repositories listed Syntology ran 7 of 14 samples · 7 unverified
  And the TMAs capture and model the relationships of dynamic changes in facial expressions, effectively extending the pre-trained image model for videos.
• 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.
• FRU-Adapter: Frame Recalibration Unit Adapter for Dynamic Facial Expression Recognition
  28 Feb 2025 1 repository listed
  As a result, the FRU-Adapter captures enhanced temporal dependencies by considering the irrelevant frames in a clip.
• Robust Dynamic Facial Expression Recognition
  22 Feb 2025 1 repository listed
  Moreover, to identify the principal expression in a video and enhance the model's capacity for representation learning, comprising a key expression re-sampling framework and a dual-stream hierarchical network is…
• 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…
• Lifting Scheme-Based Implicit Disentanglement of Emotion-Related Facial Dynamics in the Wild
  17 Dec 2024 1 repository listed
  Most prior DFER methods directly utilize coupled spatiotemporal representations that may incorporate weakly relevant features with emotion-irrelevant context bias.
• EmojiHeroVR: A Study on Facial Expression Recognition under Partial Occlusion from Head-Mounted Displays
  4 Oct 2024 1 repository listed
  The collected database, EmoHeVRDB (EmojiHeroVR Database), includes 3, 556 labeled facial images of 1, 778 reenacted emotions.
• Static for Dynamic: Towards a Deeper Understanding of Dynamic Facial Expressions Using Static Expression Data
  10 Sep 2024 1 repository listed
  Dynamic facial expression recognition (DFER) infers emotions from the temporal evolution of expressions, unlike static facial expression recognition (SFER), which relies solely on a single snapshot.
• MMA-DFER: MultiModal Adaptation of unimodal models for Dynamic Facial Expression Recognition in-the-wild
  13 Apr 2024 1 repository listed
  Within the field of multimodal DFER, recent methods have focused on exploiting advances of self-supervised learning (SSL) for pre-training of strong multimodal encoders.
• HiCMAE: Hierarchical Contrastive Masked Autoencoder for Self-Supervised Audio-Visual Emotion Recognition
  11 Jan 2024 1 repository listed
  Audio-Visual Emotion Recognition (AVER) has garnered increasing attention in recent years for its critical role in creating emotion-ware intelligent machines.
• SVFAP: Self-supervised Video Facial Affect Perceiver
  31 Dec 2023 1 repository listed
  Video-based facial affect analysis has recently attracted increasing attention owing to its critical role in human-computer interaction.
• Prompting Visual-Language Models for Dynamic Facial Expression Recognition
  25 Aug 2023 1 repository listed
  For the visual part, based on the CLIP image encoder, a temporal model consisting of several Transformer encoders is introduced for extracting temporal facial expression features, and the final feature embedding is…
• MAE-DFER: Efficient Masked Autoencoder for Self-supervised Dynamic Facial Expression Recognition
  5 Jul 2023 1 repository listed Syntology ran 9 of 14 samples · 5 unverified
  Dynamic facial expression recognition (DFER) is essential to the development of intelligent and empathetic machines.
• Rethinking the Learning Paradigm for Dynamic Facial Expression Recognition
  1 Jan 2023 1 repository listed
  Dynamic Facial Expression Recognition (DFER) is a rapidly developing field that focuses on recognizing facial expressions in video format.
• Intensity-Aware Loss for Dynamic Facial Expression Recognition in the Wild
  19 Aug 2022 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  One of the main reasons is that video sequences often contain frames with different expression intensities, especially for the facial expressions in the real-world scenarios, while the images in SFER frequently present…
• Clip-aware expressive feature learning for video-based facial expression recognition
  25 Mar 2022 1 repository listed
  In this paper, we divide a video into several short clips for processing and propose a clip-aware emotion-rich feature learning network (CEFLNet) for robust video-based FER.
• Former-DFER: Dynamic Facial Expression Recognition Transformer
  17 Oct 2021 1 repository listed
  Specifically, the proposed Former-DFER mainly consists of a convolutional spatial transformer (CS-Former) and a temporal transformer (T-Former).

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.