ImageNet-A

Findings

• IC-147CLIP's OOD performance on rendition domains is largely an artifact of domain contamination in its web-scale training data [eval]
• IC-1496A single frozen transformer block from LLaMA-7B consistently improves performance across diverse visual tasks when appended to existing visual encoders [eval]
• IC-643Conditioning CLIP on correct contextual attributes in the text prompt improves zero-shot classification accuracy across 13 image transformations [eval]