CLIMP vs CLIP: Scaling Law Analysis

Do CLIMP's Mamba-based advantages persist at LAION-2B and ViT-L/H scale?

Accuracy: CLIP vs CLIMP (ViT-B)

CLIMP Advantage by Model Size

Efficiency Comparison

OOD Robustness

Summary

ScaleAccuracy GapFLOPs ReductionThroughput Gain