HF Daily Papers
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Better, Stronger, Faster, and Broader: Structured All-Mask Prediction for MLLM-Based Segmentation
MLLM-based segmentation faces a core segmentation trilemma: high segmentation performance, preserved dialogue ability, and fast inference. Embedding-prediction methods may disrupt language modeling through pixel-level objectives, whereas next-token generation is inefficient for dense masks. We propo