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ResearchFormerly WizWand

Medical Image Classification on Retinopathy (test)

81.73Balanced AccuracySiP (w/ embedding)
48.730857.297965.86574.4321Jun 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SiP (w/ embedding)Backbone=NVILA-8B2025.0681.7381.71
SiPBackbone=NVILA-8B2025.0681.5781.54
SiP (w/ bagging)Backbone=NVILA-8B2025.0681.5681.55
Single (Spatial)Backbone=NVILA-8B2025.0679.9279.78
SiP (w/ embedding)Backbone=Qwen-VL-7B2025.0679.5679.54
SiP (w/ bagging)Backbone=Qwen-VL-7B2025.0679.4179.41
SiPBackbone=Qwen-VL-7B2025.0679.3879.36
Single (Bagging)Backbone=NVILA-8B2025.0678.6978.47
Single (Coverage)Backbone=NVILA-8B2025.0677.3176.88
Single (Rand)Backbone=NVILA-8B2025.0676.6676.29
Single (Coverage)Backbone=Qwen-VL-7B2025.0674.4374.4
SiP (w/ embedding)Backbone=Phi-3-4B2025.0674.0373.72
Single (Spatial)Backbone=Qwen-VL-7B2025.0673.9373.32
SiPBackbone=Phi-3-4B2025.0673.8873.53
SiP (w/ bagging)Backbone=Phi-3-4B2025.0673.8373.51
Single (Cluster)Backbone=NVILA-8B2025.0673.5272.41
Single (Bagging)Backbone=Qwen-VL-7B2025.0672.3971.48
Single (Bagging)Backbone=Phi-3-4B2025.0671.7671.76
Single (Rand)Backbone=Phi-3-4B2025.0671.2171.12
Single (Cluster)Backbone=Phi-3-4B2025.0671.2171.19
Single (Spatial)Backbone=Phi-3-4B2025.0670.370.04
Single (Cluster)Backbone=Qwen-VL-7B2025.0669.7668.44
Single (Rand)Backbone=Qwen-VL-7B2025.0668.4666.29
Single (Coverage)Backbone=Phi-3-4B2025.0667.3365.88
Single (All)Backbone=NVILA-8B2025.0651.4236.55
Single (All)Backbone=Qwen-VL-7B2025.065033.32
Single (All)Backbone=Phi-3-4B2025.065033.32