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ResearchFormerly WizWand

Medical Image Classification on Edema (test)

85.92Balanced AccuracySiP (w/ embedding)
48.563258.261667.9677.6584Jun 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SiP (w/ embedding)Backbone=NVILA-8B2025.0685.9285.9
SiP (w/ bagging)Backbone=NVILA-8B2025.0685.4685.45
SiPBackbone=NVILA-8B2025.0685.2785.25
Single (Cluster)Backbone=NVILA-8B2025.0685.1385.05
Single (Spatial)Backbone=NVILA-8B2025.0684.9784.85
Single (Rand)Backbone=NVILA-8B2025.0684.7484.65
Single (Bagging)Backbone=NVILA-8B2025.0684.6584.55
Single (Coverage)Backbone=NVILA-8B2025.0678.7277.91
SiP (w/ embedding)Backbone=Qwen-VL-7B2025.0678.1878.12
SiP (w/ bagging)Backbone=Qwen-VL-7B2025.0677.8877.81
SiPBackbone=Qwen-VL-7B2025.0677.7977.73
Single (Coverage)Backbone=Qwen-VL-7B2025.0674.4573.94
Single (Rand)Backbone=Qwen-VL-7B2025.0674.0173.97
Single (Bagging)Backbone=Qwen-VL-7B2025.0673.7573.69
Single (Cluster)Backbone=Qwen-VL-7B2025.0673.0472.51
Single (Spatial)Backbone=Qwen-VL-7B2025.0669.5268.62
SiP (w/ embedding)Backbone=Phi-3-4B2025.0666.0563.29
Single (Cluster)Backbone=Phi-3-4B2025.0664.7562.94
Single (Bagging)Backbone=Phi-3-4B2025.0664.1961.61
SiPBackbone=Phi-3-4B2025.0663.8260.46
SiP (w/ bagging)Backbone=Phi-3-4B2025.0663.7160.31
Single (Coverage)Backbone=Phi-3-4B2025.0661.657.97
Single (Rand)Backbone=Phi-3-4B2025.0658.2751.97
Single (Spatial)Backbone=Phi-3-4B2025.0655.1746.16
Single (All)Backbone=NVILA-8B2025.0651.6837.14
Single (All)Backbone=Qwen-VL-7B2025.065033.32
Single (All)Backbone=Phi-3-4B2025.065033.33