CAUSE

anchor

Findings

• IC-069EVA-CLIP's dense patch features are semantically contaminated by surrounding context, degrading their spatial quality [eval]
• IC-070Region-language alignment fine-tuning degrades EVA-CLIP's spatial awareness as measured by unsupervised segmentation [eval]
• IC-071DINOv2's dense features are dominated by global context, impairing fine-grained spatial detail [eval]