Medical Image Classification on Melanoma (test)
79.44BAccSiP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SiPBackbone=Qwen-VL-7B2025.06 | 79.44 | 79.32 | |
| SiP (w/ bagging)Backbone=Qwen-VL-7B2025.06 | 79.3 | 79.16 | |
| SiP (w/ embedding)Backbone=Qwen-VL-7B2025.06 | 78.84 | 78.63 | |
| SiP (w/ bagging)Backbone=NVILA-8B2025.06 | 76.8 | 76.78 | |
| SiPBackbone=NVILA-8B2025.06 | 76.36 | 76.33 | |
| SiP (w/ embedding)Backbone=NVILA-8B2025.06 | 75.91 | 75.84 | |
| Single (Cluster)Backbone=NVILA-8B2025.06 | 74.3 | 74.25 | |
| Single (Bagging)Backbone=NVILA-8B2025.06 | 74.2 | 74.2 | |
| Single (Spatial)Backbone=NVILA-8B2025.06 | 74.09 | 73.88 | |
| Single (Coverage)Backbone=NVILA-8B2025.06 | 73.56 | 73.48 | |
| Single (Rand)Backbone=Qwen-VL-7B2025.06 | 73.55 | 73.5 | |
| Single (Bagging)Backbone=Qwen-VL-7B2025.06 | 71.7 | 70.83 | |
| Single (Rand)Backbone=NVILA-8B2025.06 | 69.14 | 68.7 | |
| Single (Spatial)Backbone=Qwen-VL-7B2025.06 | 68.8 | 67.84 | |
| SiP (w/ bagging)Backbone=Phi-3-4B2025.06 | 66.8 | 64.98 | |
| SiPBackbone=Phi-3-4B2025.06 | 65.98 | 64.01 | |
| SiP (w/ embedding)Backbone=Phi-3-4B2025.06 | 65.2 | 62.77 | |
| Single (Cluster)Backbone=Qwen-VL-7B2025.06 | 64.87 | 62.55 | |
| Single (Coverage)Backbone=Qwen-VL-7B2025.06 | 64.36 | 61.95 | |
| Single (Rand)Backbone=Phi-3-4B2025.06 | 58.61 | 51.82 | |
| Single (All)Backbone=Qwen-VL-7B2025.06 | 57.09 | 48.5 | |
| Single (Bagging)Backbone=Phi-3-4B2025.06 | 55.3 | 44.63 | |
| Single (All)Backbone=Phi-3-4B2025.06 | 51.82 | 38.96 | |
| Single (Coverage)Backbone=Phi-3-4B2025.06 | 51.81 | 37.42 | |
| Single (Cluster)Backbone=Phi-3-4B2025.06 | 51.71 | 37.22 | |
| Single (Spatial)Backbone=Phi-3-4B2025.06 | 51.02 | 35.59 | |
| Single (All)Backbone=NVILA-8B2025.06 | 43.09 | 31.48 |