Classification on SkinCancer
93.79AccuracyDenseNet201
Evaluation results
| Method | Links | |
|---|---|---|
| DenseNet201Author=Proposed model2026.02 | 93.79 | |
| Convolutional neural networksAuthor=Hasan et al. [5]2026.02 | 89.5 | |
| Deep Convolutional Neural NetworkAuthor=H. Houssein [12]2026.02 | 87.9 | |
| VGG16Author=Proposed model, Architecture=CNN VGG162026.02 | 87.49 | |
| Siamese Neural NetworksAuthor=Battle et al. [6]2026.02 | 85.61 | |
| CNNAuthor=Krohling et al. [7]2026.02 | 85 | |
| ResNet-50Author=Wu [11]2026.02 | 83.1 | |
| SOTAsetting=Transductive2025.06 | 78.9 | |
| CPath-CLIPzero-shot=true2024.12 | 74.2 | |
| PathGen-CLIP-Lzero-shot=true2024.12 | 70.6 | |
| T-MUSKsetting=Transductive2025.06 | 64.8 | |
| T-CONCHsetting=Transductive2025.06 | 63.7 | |
| MUSKsetting=Zero-shot2025.06 | 59.6 | |
| CONCHsetting=Zero-shot2025.06 | 53.7 | |
| QuiltNetzero-shot=true2024.12 | 46.4 | |
| PLIPzero-shot=true2024.12 | 42.5 | |
| T-PLIPsetting=Transductive2025.06 | 37 | |
| PathCLIPzero-shot=true2024.12 | 35.1 | |
| BiomedCLIPzero-shot=true2024.12 | 31.7 | |
| PLIPsetting=Zero-shot2025.06 | 22.4 | |
| OpenAI-CLIP-Lzero-shot=true2024.12 | 19.4 | |
| T-CLIPsetting=Transductive2025.06 | 11.4 | |
| CLIPsetting=Zero-shot2025.06 | 3.6 |