Medical Image Classification on DermaTri (test)
81.21Balanced AccuracySiP (w/ embedding)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SiP (w/ embedding)Backbone=NVILA-8B2025.06 | 81.21 | 81.15 | |
| SiPBackbone=NVILA-8B2025.06 | 81.17 | 81.03 | |
| SiP (w/ bagging)Backbone=NVILA-8B2025.06 | 80.58 | 80.5 | |
| SiPBackbone=Qwen-VL-7B2025.06 | 79.39 | 79.04 | |
| SiP (w/ bagging)Backbone=Qwen-VL-7B2025.06 | 78.96 | 78.74 | |
| Single (Cluster)Backbone=NVILA-8B2025.06 | 78.23 | 78.34 | |
| Single (Bagging)Backbone=NVILA-8B2025.06 | 77.99 | 78.02 | |
| SiP (w/ embedding)Backbone=Qwen-VL-7B2025.06 | 77.45 | 77.09 | |
| Single (Spatial)Backbone=NVILA-8B2025.06 | 77.34 | 77.51 | |
| Single (Coverage)Backbone=NVILA-8B2025.06 | 77.33 | 77.47 | |
| SiP (w/ embedding)Backbone=Phi-3-4B2025.06 | 76.79 | 76.2 | |
| SiP (w/ bagging)Backbone=Phi-3-4B2025.06 | 75.73 | 75.09 | |
| Single (Rand)Backbone=NVILA-8B2025.06 | 74.38 | 73.52 | |
| Single (Cluster)Backbone=Phi-3-4B2025.06 | 72.98 | 72.31 | |
| Single (Spatial)Backbone=Phi-3-4B2025.06 | 72.08 | 71.22 | |
| Single (Coverage)Backbone=Phi-3-4B2025.06 | 71.03 | 70.15 | |
| Single (Bagging)Backbone=Phi-3-4B2025.06 | 70.22 | 69.21 | |
| SiPBackbone=Phi-3-4B2025.06 | 68.94 | 65.14 | |
| Single (Rand)Backbone=Phi-3-4B2025.06 | 68.25 | 67.17 | |
| Single (Coverage)Backbone=Qwen-VL-7B2025.06 | 66.91 | 66.69 | |
| Single (Rand)Backbone=Qwen-VL-7B2025.06 | 65.24 | 64.7 | |
| Single (Cluster)Backbone=Qwen-VL-7B2025.06 | 63.02 | 60.45 | |
| Single (Bagging)Backbone=Qwen-VL-7B2025.06 | 62.46 | 59.68 | |
| Single (All)Backbone=NVILA-8B2025.06 | 62.42 | 58.46 | |
| Single (All)Backbone=Phi-3-4B2025.06 | 62.38 | 54.64 | |
| Single (All)Backbone=Qwen-VL-7B2025.06 | 62.08 | 55.45 | |
| Single (Spatial)Backbone=Qwen-VL-7B2025.06 | 53.29 | 43.92 |