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cs.CV2026
Reason Twice: Segmentation via Candidate Discovery and Comparative Reasoning
Xinyan Gao, Haoran Hao, Xiangyu Yue
The rapid development of pretrained foundation models has enabled more general image segmentation. Multimodal large language models (MLLMs) have been widely explored for image segm…
cs.CV2025
3D-Aware Multi-Task Learning with Cross-View Correlations for Dense Scene Understanding
Xiaoye Wang, Chen Tang, Xiangyu Yue +1
This paper addresses the challenge of training a single network to jointly perform multiple dense prediction tasks, such as segmentation and depth estimation, i.e., multi-task lear…
cs.CV2025
VisReason: A Large-Scale Dataset for Visual Chain-of-Thought Reasoning
Lingxiao Li, Yifan Wang, Xinyan Gao +3
Chain-of-Thought (CoT) prompting has proven remarkably effective for eliciting complex reasoning in large language models (LLMs). Yet, its potential in multimodal large language mo…