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cs.CV2026
SSQA: Sibling-Selective Quadtree Attention for Hierarchical Modeling in Perception Tasks
Yufan Chen, Arnav Bali, Angela Liu +2
Perception tasks for navigation in robotics, including aerial platforms such as drones and autonomous driving systems, are inherently structured. Drone-mounted cameras typically ca…
cs.CV2026
TangramPuzzle: Evaluating Multimodal Large Language Models with Compositional Spatial Reasoning
Daixian Liu, Jiayi Kuang, Yinghui Li +8
Multimodal Large Language Models (MLLMs) have achieved remarkable progress in visual recognition and semantic understanding, yet precise compositional spatial reasoning under geome…
cs.CV2023
Graph based Label Enhancement for Multi-instance Multi-label learning
Houcheng Su, Jintao Huang, Daixian Liu +3
Multi-instance multi-label (MIML) learning is widely applicated in numerous domains, such as the image classification where one image contains multiple instances correlated with mu…