Medical Image Classification on Retinopathy (test)
81.73Balanced AccuracySiP (w/ embedding)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SiP (w/ embedding)Backbone=NVILA-8B2025.06 | 81.73 | 81.71 | |
| SiPBackbone=NVILA-8B2025.06 | 81.57 | 81.54 | |
| SiP (w/ bagging)Backbone=NVILA-8B2025.06 | 81.56 | 81.55 | |
| Single (Spatial)Backbone=NVILA-8B2025.06 | 79.92 | 79.78 | |
| SiP (w/ embedding)Backbone=Qwen-VL-7B2025.06 | 79.56 | 79.54 | |
| SiP (w/ bagging)Backbone=Qwen-VL-7B2025.06 | 79.41 | 79.41 | |
| SiPBackbone=Qwen-VL-7B2025.06 | 79.38 | 79.36 | |
| Single (Bagging)Backbone=NVILA-8B2025.06 | 78.69 | 78.47 | |
| Single (Coverage)Backbone=NVILA-8B2025.06 | 77.31 | 76.88 | |
| Single (Rand)Backbone=NVILA-8B2025.06 | 76.66 | 76.29 | |
| Single (Coverage)Backbone=Qwen-VL-7B2025.06 | 74.43 | 74.4 | |
| SiP (w/ embedding)Backbone=Phi-3-4B2025.06 | 74.03 | 73.72 | |
| Single (Spatial)Backbone=Qwen-VL-7B2025.06 | 73.93 | 73.32 | |
| SiPBackbone=Phi-3-4B2025.06 | 73.88 | 73.53 | |
| SiP (w/ bagging)Backbone=Phi-3-4B2025.06 | 73.83 | 73.51 | |
| Single (Cluster)Backbone=NVILA-8B2025.06 | 73.52 | 72.41 | |
| Single (Bagging)Backbone=Qwen-VL-7B2025.06 | 72.39 | 71.48 | |
| Single (Bagging)Backbone=Phi-3-4B2025.06 | 71.76 | 71.76 | |
| Single (Rand)Backbone=Phi-3-4B2025.06 | 71.21 | 71.12 | |
| Single (Cluster)Backbone=Phi-3-4B2025.06 | 71.21 | 71.19 | |
| Single (Spatial)Backbone=Phi-3-4B2025.06 | 70.3 | 70.04 | |
| Single (Cluster)Backbone=Qwen-VL-7B2025.06 | 69.76 | 68.44 | |
| Single (Rand)Backbone=Qwen-VL-7B2025.06 | 68.46 | 66.29 | |
| Single (Coverage)Backbone=Phi-3-4B2025.06 | 67.33 | 65.88 | |
| Single (All)Backbone=NVILA-8B2025.06 | 51.42 | 36.55 | |
| Single (All)Backbone=Qwen-VL-7B2025.06 | 50 | 33.32 | |
| Single (All)Backbone=Phi-3-4B2025.06 | 50 | 33.32 |