CLIP models suffer from center bias caused by visual embedding pooling, which can be mitigated training-free using visual prompting and attention redistribution.
Can CLIP count stars? an empirical study on quantity bias in CLIP
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Is CLIP Cross-Eyed? Revealing and Mitigating Center Bias in the CLIP Family
CLIP models suffer from center bias caused by visual embedding pooling, which can be mitigated training-free using visual prompting and attention redistribution.