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CLIP
Findings
IC-1014
A single adversarial token embedding appended to any input prompt overwrites the prompt in Stable Diffusion v2.1 to generate a target object, with CLIP similarity to the original prompt (0.742) remaining higher than to the target (0.546)
[eval]
IC-1123
All seven published concept erasure methods applied to Stable Diffusion 1.4 can be circumvented by learned word embeddings, demonstrating that targeted concepts are input-filtered rather than truly removed from the model
[eval]
IC-120
YOLO-World can replace SAM as a 2D crop generator in OpenMask3D's pipeline with nearly equivalent mAP but 1.76x faster inference
[supporting]