WinARDet: Compressed Window Auto-Regression for Long-Horizon Vision-Language Grounding

Chenxu Wang, Hangyi Kuang, Bo-Wen Yin +6

MLLM-based detectors formulate vision-language grounding as autoregressive coordinate generation, yet in dense scenes, they often collapse into a box repetition loop, repeatedly em…