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1 result for “CounterAnimal”
A Sober Look at the Robustness of CLIPs to Spurious Featurescs.CV

CLIP models robustness to spurious features is re-evaluated using a new dataset.

problem Existing robustness tests of CLIP models may not fully reflect their performance on spurious features.
method Crafted a new dataset (CounterAnimal) to reveal CLIP models' reliance on realistic spurious features.
result CLIP models are robust to spurious features learned from their training data, not ImageNet.
CLIProbustnessspurious featuresCounterAnimalvision language models
2024-03-18abs ↗pdf ↗