Medical Image Classification on Edema (test)
85.92Balanced AccuracySiP (w/ embedding)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SiP (w/ embedding)Backbone=NVILA-8B2025.06 | 85.92 | 85.9 | |
| SiP (w/ bagging)Backbone=NVILA-8B2025.06 | 85.46 | 85.45 | |
| SiPBackbone=NVILA-8B2025.06 | 85.27 | 85.25 | |
| Single (Cluster)Backbone=NVILA-8B2025.06 | 85.13 | 85.05 | |
| Single (Spatial)Backbone=NVILA-8B2025.06 | 84.97 | 84.85 | |
| Single (Rand)Backbone=NVILA-8B2025.06 | 84.74 | 84.65 | |
| Single (Bagging)Backbone=NVILA-8B2025.06 | 84.65 | 84.55 | |
| Single (Coverage)Backbone=NVILA-8B2025.06 | 78.72 | 77.91 | |
| SiP (w/ embedding)Backbone=Qwen-VL-7B2025.06 | 78.18 | 78.12 | |
| SiP (w/ bagging)Backbone=Qwen-VL-7B2025.06 | 77.88 | 77.81 | |
| SiPBackbone=Qwen-VL-7B2025.06 | 77.79 | 77.73 | |
| Single (Coverage)Backbone=Qwen-VL-7B2025.06 | 74.45 | 73.94 | |
| Single (Rand)Backbone=Qwen-VL-7B2025.06 | 74.01 | 73.97 | |
| Single (Bagging)Backbone=Qwen-VL-7B2025.06 | 73.75 | 73.69 | |
| Single (Cluster)Backbone=Qwen-VL-7B2025.06 | 73.04 | 72.51 | |
| Single (Spatial)Backbone=Qwen-VL-7B2025.06 | 69.52 | 68.62 | |
| SiP (w/ embedding)Backbone=Phi-3-4B2025.06 | 66.05 | 63.29 | |
| Single (Cluster)Backbone=Phi-3-4B2025.06 | 64.75 | 62.94 | |
| Single (Bagging)Backbone=Phi-3-4B2025.06 | 64.19 | 61.61 | |
| SiPBackbone=Phi-3-4B2025.06 | 63.82 | 60.46 | |
| SiP (w/ bagging)Backbone=Phi-3-4B2025.06 | 63.71 | 60.31 | |
| Single (Coverage)Backbone=Phi-3-4B2025.06 | 61.6 | 57.97 | |
| Single (Rand)Backbone=Phi-3-4B2025.06 | 58.27 | 51.97 | |
| Single (Spatial)Backbone=Phi-3-4B2025.06 | 55.17 | 46.16 | |
| Single (All)Backbone=NVILA-8B2025.06 | 51.68 | 37.14 | |
| Single (All)Backbone=Qwen-VL-7B2025.06 | 50 | 33.32 | |
| Single (All)Backbone=Phi-3-4B2025.06 | 50 | 33.33 |