Medical Image Classification on Glaucoma (test)
69.63Balanced AccuracySiP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SiPBackbone=NVILA-8B2025.06 | 69.63 | 68.96 | |
| SiP (w/ bagging)Backbone=NVILA-8B2025.06 | 69.13 | 68.38 | |
| SiP (w/ embedding)Backbone=NVILA-8B2025.06 | 68.05 | 67 | |
| SiP (w/ embedding)Backbone=Qwen-VL-7B2025.06 | 66.44 | 66.34 | |
| SiPBackbone=Qwen-VL-7B2025.06 | 65.87 | 65.45 | |
| SiP (w/ bagging)Backbone=Qwen-VL-7B2025.06 | 65.41 | 65.02 | |
| SiP (w/ bagging)Backbone=Phi-3-4B2025.06 | 65.17 | 65.05 | |
| SiPBackbone=Phi-3-4B2025.06 | 65.07 | 64.94 | |
| Single (Cluster)Backbone=Phi-3-4B2025.06 | 64.52 | 64.3 | |
| Single (Spatial)Backbone=Phi-3-4B2025.06 | 64.46 | 64.57 | |
| Single (Spatial)Backbone=Qwen-VL-7B2025.06 | 64.43 | 63.8 | |
| Single (Rand)Backbone=Qwen-VL-7B2025.06 | 64.42 | 64.17 | |
| Single (Coverage)Backbone=Phi-3-4B2025.06 | 64.35 | 63.04 | |
| Single (Bagging)Backbone=Qwen-VL-7B2025.06 | 64.15 | 64.01 | |
| Single (Cluster)Backbone=NVILA-8B2025.06 | 63.52 | 63.47 | |
| SiP (w/ embedding)Backbone=Phi-3-4B2025.06 | 63.14 | 63.05 | |
| Single (Spatial)Backbone=NVILA-8B2025.06 | 62.91 | 62.81 | |
| Single (Coverage)Backbone=Qwen-VL-7B2025.06 | 62.66 | 62.47 | |
| Single (Bagging)Backbone=NVILA-8B2025.06 | 62.01 | 61.94 | |
| Single (Rand)Backbone=NVILA-8B2025.06 | 60.19 | 60.06 | |
| Single (All)Backbone=NVILA-8B2025.06 | 58.98 | 52.09 | |
| Single (Bagging)Backbone=Phi-3-4B2025.06 | 56.72 | 47.46 | |
| Single (Cluster)Backbone=Qwen-VL-7B2025.06 | 54.03 | 48.03 | |
| Single (All)Backbone=Phi-3-4B2025.06 | 52.66 | 39.27 | |
| Single (Rand)Backbone=Phi-3-4B2025.06 | 51.56 | 37.63 | |
| Single (All)Backbone=Qwen-VL-7B2025.06 | 50 | 32.86 | |
| Single (Coverage)Backbone=NVILA-8B2025.06 | 49.9 | 36.03 |