Circuit duplication on frozen DINOv3 embeddings raises macro F1 to 0.875 on AQUA20, within 1.4 points of supervised ConvNeXt, with class-specific circuits helping 75% of species.
Fisher, Yun-Heh Chen-Burger, Daniela Giordano, Lynda Hardman, and Fang-Pang Lin.Fish4Knowledge: Collect- ing and Analyzing Massive Coral Reef Fish Video Data
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Inference-Path Optimization via Circuit Duplication in Frozen Visual Transformers for Marine Species Classification
Circuit duplication on frozen DINOv3 embeddings raises macro F1 to 0.875 on AQUA20, within 1.4 points of supervised ConvNeXt, with class-specific circuits helping 75% of species.