Skin Lesion Classification 벤치마크
Skin Lesion Classification on PAD-UFES-20
Balanced Accuracy
- 2021-02-26 — CNN + Metablock: Balanced Accuracy 0.77
- 2022-10-04 — ViT+ Multimodality Cross-Attention Module: Balanced Accuracy 0.775
| Rank | Model | Balanced Accuracy | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | LiwTERM model | 0.74 | LiwTERM: A Lightweight Transformer-Based Model for Dermatological Multimodal Lesion Detection | luisouza/liwterm | 2024 |
| 2 | CNN + Metablock | 0.77 | An Attention-Based Mechanism to Combine Images and Metadata in Deep Learning Models Applied to Skin Cancer Classification | 2021 | |
| 3 | ViT+ Multimodality Cross-Attention Module | 0.775 | A deep learning based multimodal fusion model for skin lesion diagnosis using smartphone collected clinical images and metadata | 2022 |