Research map / Video / Video segmentation and tracking
Rethinking the Learning Paradigm for Dynamic Facial Expression Recognition
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use M3DFEL instead of NR-DFERNet | DFER · DFEW | WAR: 68.19 -> 69.25 | Helped |
| Use M3DFEL instead of NR-DFERNet | DFER · FERV39K | WAR: 45.97% -> 47.67% | Helped |
| Use 3D instances with bag size 4 instead of feeding the whole video as one instance (ablation) | M3DFEL · DFEW | WAR: 68.04% -> 69.25% | Helped |
| Set bag size to 2 rather than 4 (ablation) | M3DFEL · DFEW | WAR: 69.25% -> 68.55% | Hurt |
| Set bag size to 8 rather than 4 (ablation) | M3DFEL · DFEW | WAR: 69.25% -> 68.24% | Hurt |
| Set bag size to 16 rather than 4 (ablation) | M3DFEL · DFEW | WAR: 69.25% -> 66.36% | Hurt |
| Add DLIAM instead of average pooling (ablation) | M3DFEL · DFEW | WAR: 68.23 -> 69.25 | Helped |
| Add BiLSTM to DLIAM (ablation) | M3DFEL · DFEW | WAR: 68.63 -> 69.25 | Helped |
| Add DMIN (ablation) | M3DFEL · DFEW | WAR: 68.91 -> 69.25 | Helped |
| Add MHSA to DLIAM (ablation) | M3DFEL · DFEW | WAR: 69.13 -> 69.25 | Helped |
| Add MHSA to DLIAM (ablation) | M3DFEL · DFEW | UAR: 56.21 -> 56.10 | Hurt |
Closest papers by meaning
- Intensity-Aware Loss for Dynamic Facial Expression Recognition in the Wild (AAAI 2023 · similarity 0.90)
- Lifting Scheme-Based Implicit Disentanglement of Emotion-Related Facial Dynamics in the Wild (AAAI 2025 · similarity 0.89)
- D2SP: Dynamic Dual-Stage Purification Framework for Dual Noise Mitigation in Vision-based Affective Recognition. (CVPR 2025 · similarity 0.88)
- OUS: Bridging Scene Context and Facial Features to Overcome the Rigid Cognitive Problem (AAAI 2025 · similarity 0.87)
- PrefAce: Face-Centric Pretraining with Self-Structure Aware Distillation (AAAI 2024 · similarity 0.85)
- Navigating Label Ambiguity for Facial Expression Recognition in the Wild (AAAI 2025 · similarity 0.84)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.