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ResearchFormerly WizWand

Medical Image Classification on DermaTri (test)

81.21Balanced AccuracySiP (w/ embedding)
52.173259.711667.2574.7884Jun 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SiP (w/ embedding)Backbone=NVILA-8B2025.0681.2181.15
SiPBackbone=NVILA-8B2025.0681.1781.03
SiP (w/ bagging)Backbone=NVILA-8B2025.0680.5880.5
SiPBackbone=Qwen-VL-7B2025.0679.3979.04
SiP (w/ bagging)Backbone=Qwen-VL-7B2025.0678.9678.74
Single (Cluster)Backbone=NVILA-8B2025.0678.2378.34
Single (Bagging)Backbone=NVILA-8B2025.0677.9978.02
SiP (w/ embedding)Backbone=Qwen-VL-7B2025.0677.4577.09
Single (Spatial)Backbone=NVILA-8B2025.0677.3477.51
Single (Coverage)Backbone=NVILA-8B2025.0677.3377.47
SiP (w/ embedding)Backbone=Phi-3-4B2025.0676.7976.2
SiP (w/ bagging)Backbone=Phi-3-4B2025.0675.7375.09
Single (Rand)Backbone=NVILA-8B2025.0674.3873.52
Single (Cluster)Backbone=Phi-3-4B2025.0672.9872.31
Single (Spatial)Backbone=Phi-3-4B2025.0672.0871.22
Single (Coverage)Backbone=Phi-3-4B2025.0671.0370.15
Single (Bagging)Backbone=Phi-3-4B2025.0670.2269.21
SiPBackbone=Phi-3-4B2025.0668.9465.14
Single (Rand)Backbone=Phi-3-4B2025.0668.2567.17
Single (Coverage)Backbone=Qwen-VL-7B2025.0666.9166.69
Single (Rand)Backbone=Qwen-VL-7B2025.0665.2464.7
Single (Cluster)Backbone=Qwen-VL-7B2025.0663.0260.45
Single (Bagging)Backbone=Qwen-VL-7B2025.0662.4659.68
Single (All)Backbone=NVILA-8B2025.0662.4258.46
Single (All)Backbone=Phi-3-4B2025.0662.3854.64
Single (All)Backbone=Qwen-VL-7B2025.0662.0855.45
Single (Spatial)Backbone=Qwen-VL-7B2025.0653.2943.92