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Channel classification on Single-cell morphological dataset

99.1AccuracyCP-CLIP ViT-B/16 (fingerprint)
10.90833.80456.779.596Jun 2, 2026

Evaluation results

MethodLinks
CP-CLIP ViT-B/16 (fingerprint)Model Backbone=ViT-B/16, Representation Type=fingerprint2026.0699.1
CLIP ViT-B/16Model Backbone=ViT-B/162026.0695.5
CP-CLIP SigLIP-ViT-B/16 (descriptor)Model Backbone=SigLIP-ViT-B/16, Representation Type=descriptor2026.0693.4
SigLIP-ViT-B/16Model Backbone=ViT-B/162026.0692.5
CP-CLIP ViT-B/16 (descriptor)Model Backbone=ViT-B/16, Representation Type=descriptor2026.0688.2
CP-CLIP ViT-L/16 (descriptor)Model Backbone=ViT-L/16, Representation Type=descriptor2026.0684.9
Gemini-2.5-Pro2026.0662.8
GPT-52026.0643.9
Grok-42026.0622.8
Claude-4-Sonnet2026.0619.8
Random Guessing2026.0614.3