ML Research Wiki / Benchmarks / Facial Expression Recognition (FER) / FER+

FER+

Facial Expression Recognition (FER) Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 PAtt-Lite PAtt-Lite: Lightweight Patch and Attention MobileNet for Challenging Facial Expression Recognition 95.55 2023-06-16 📦 jlrex/patt-lite
2 GReFEL GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution 93.09 2024-10-21 -
3 QCS QCS: Feature Refining from Quadruplet Cross Similarity for Facial Expression Recognition 91.85 2024-11-04 📦 birdwcp/qcs
4 ResNet18 Dense Architecture Real Time Emotion Analysis Using Deep Learning for Education, Entertainment, and Beyond 91.41 2024-07-05 -
5 Vit-base + MAE Emotion Separation and Recognition from a Facial Expression by Generating the Poker Face with Vision Transformers 90.18 2022-07-22 -
6 EAC Learn From All: Erasing Attention Consistency for Noisy Label Facial Expression Recognition 89.64 2022-07-21 📦 zyh-uaiaaaa/erasing-attention-consistency
7 LResNet50E-IR 📚 Exploring Emotion Features and Fusion Strategies for Audio-Video Emotion Recognition 89.26 2020-12-27 -
8 ViT-base Emotion Separation and Recognition from a Facial Expression by Generating the Poker Face with Vision Transformers 88.91 2022-07-22 -
9 ViT-tiny Emotion Separation and Recognition from a Facial Expression by Generating the Poker Face with Vision Transformers 88.56 2022-07-22 -
10 Local Learning Deep + BOW Local Learning with Deep and Handcrafted Features for Facial Expression Recognition 87.76 2018-04-29 -

All Papers (11)

jlrex/patt-lite
birdwcp/qcs
zyh-uaiaaaa/erasing-attention-consistency
siqueira-hc/Efficient-Facial-Feature-Learning-with-Wide-Ensemble-based-Convolutional-Neural-Networks