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ResearchFormerly WizWand

Medical Image Classification on Melanoma (test)

79.44BAccSiP
41.63651.450561.26571.0795Jun 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SiPBackbone=Qwen-VL-7B2025.0679.4479.32
SiP (w/ bagging)Backbone=Qwen-VL-7B2025.0679.379.16
SiP (w/ embedding)Backbone=Qwen-VL-7B2025.0678.8478.63
SiP (w/ bagging)Backbone=NVILA-8B2025.0676.876.78
SiPBackbone=NVILA-8B2025.0676.3676.33
SiP (w/ embedding)Backbone=NVILA-8B2025.0675.9175.84
Single (Cluster)Backbone=NVILA-8B2025.0674.374.25
Single (Bagging)Backbone=NVILA-8B2025.0674.274.2
Single (Spatial)Backbone=NVILA-8B2025.0674.0973.88
Single (Coverage)Backbone=NVILA-8B2025.0673.5673.48
Single (Rand)Backbone=Qwen-VL-7B2025.0673.5573.5
Single (Bagging)Backbone=Qwen-VL-7B2025.0671.770.83
Single (Rand)Backbone=NVILA-8B2025.0669.1468.7
Single (Spatial)Backbone=Qwen-VL-7B2025.0668.867.84
SiP (w/ bagging)Backbone=Phi-3-4B2025.0666.864.98
SiPBackbone=Phi-3-4B2025.0665.9864.01
SiP (w/ embedding)Backbone=Phi-3-4B2025.0665.262.77
Single (Cluster)Backbone=Qwen-VL-7B2025.0664.8762.55
Single (Coverage)Backbone=Qwen-VL-7B2025.0664.3661.95
Single (Rand)Backbone=Phi-3-4B2025.0658.6151.82
Single (All)Backbone=Qwen-VL-7B2025.0657.0948.5
Single (Bagging)Backbone=Phi-3-4B2025.0655.344.63
Single (All)Backbone=Phi-3-4B2025.0651.8238.96
Single (Coverage)Backbone=Phi-3-4B2025.0651.8137.42
Single (Cluster)Backbone=Phi-3-4B2025.0651.7137.22
Single (Spatial)Backbone=Phi-3-4B2025.0651.0235.59
Single (All)Backbone=NVILA-8B2025.0643.0931.48