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activation range control 1camouflaged object detection 1low-bit inference 1quantization 1transformer models 1

From the 1 of 1 linked paper with an AI index.

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1 paper

cs.CV2026

When W4A4 Breaks Camouflaged Object Detection: Token-Group Dual-Constraint Activation Quantization

Tianqi Li, Wenyu Fang, Xin He +3

The paper proposes a post‑training 4‑bit activation quantization method for transformer‑based camouflaged object detection that mitigates token‑level range domination to preserve s…