2 papers
cs.CV2026
GeoAlign: Geometric Feature Realignment for MLLM Spatial Reasoning
Zhaochen Liu, Limeng Qiao, Guanglu Wan +1
Multimodal large language models (MLLMs) have exhibited remarkable performance in various visual tasks, yet still struggle with spatial reasoning. Recent efforts mitigate this by i…
cs.CV2025
Beyond the Visible: Benchmarking Occlusion Perception in Multimodal Large Language Models
Zhaochen Liu, Kaiwen Gao, Shuyi Liang +4
Occlusion perception, a critical foundation for human-level spatial understanding, embodies the challenge of integrating visual recognition and reasoning. Though multimodal large l…