COD-TDQ uses token-group scaling and dual-constraint projection to fix 4-bit activation quantization for camouflaged object detection, delivering more than 0.12 higher Sα scores than prior methods on four benchmarks without retraining.
IEEE Transactions on Pattern Analysis and Machine Intelligence (2026)
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CoRE aligns image tokens to a hierarchical concept library to simulate clinical reasoning for expert routing and demand-based growth in continual brain lesion segmentation, achieving SOTA on 12 tasks.
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When W4A4 Breaks Camouflaged Object Detection: Token-Group Dual-Constraint Activation Quantization
COD-TDQ uses token-group scaling and dual-constraint projection to fix 4-bit activation quantization for camouflaged object detection, delivering more than 0.12 higher Sα scores than prior methods on four benchmarks without retraining.
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CoRE: Concept-Reasoning Expansion for Continual Brain Lesion Segmentation
CoRE aligns image tokens to a hierarchical concept library to simulate clinical reasoning for expert routing and demand-based growth in continual brain lesion segmentation, achieving SOTA on 12 tasks.