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135.66CIDErHyper-ICL
36.173662.001887.83113.6582Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Hyper-ICLModel=Idefics2-8b, Method Type=Learnable, # Params (M)=1.18 (×1)2026.06135.66
MimICModel=Idefics2-8b, Method Type=Learnable, # Params (M)=0.26 (×0.22)2026.06132.87
LIVEModel=Idefics2-8b, Method Type=Learnable, # Params (M)=0.13 (×0.11)2026.06126.04
8-shot ICLModel=Idefics2-8b, Method Type=Direct ICDs2026.06122.51
Hyper-ICLModel=Idefics-9b, Method Type=Learnable, # Params (M)=1.18 (×1)2026.06117.44
LoRAModel=Idefics2-8b, Method Type=Learnable, # Params (M)=17.6 (×14.9)2026.06116.69
MimICModel=Idefics-9b, Method Type=Learnable, # Params (M)=0.26 (×0.22)2026.06114.89
LIVEModel=Idefics-9b, Method Type=Learnable, # Params (M)=0.13 (×0.11)2026.06112.76
RICESModel=Idefics2-8b, Method Type=Direct ICDs2026.06111.44
RICESModel=Idefics-9b, Method Type=Direct ICDs2026.06110.64
32-shot ICLModel=Idefics-9b, Method Type=Direct ICDs2026.06105.89
LoRAModel=Idefics-9b, Method Type=Learnable, # Params (M)=25.0 (×21.2)2026.0697.75
TVModel=Idefics2-8b, Method Type=Non-Learnable2026.0687.61
TVModel=Idefics-9b, Method Type=Non-Learnable2026.0684.72
FVModel=Idefics2-8b, Method Type=Non-Learnable2026.0675.24
FVModel=Idefics-9b, Method Type=Non-Learnable2026.0674.01
Zero-shotModel=Idefics-9b, Method Type=Direct ICDs2026.0663.06
Zero-shotModel=Idefics2-8b, Method Type=Direct ICDs2026.0640