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Boyang Cai

3 accepted papers

2026

Bootstrap Dynamic-Aware 3D Visual Representation for Scalable Robot Learning

CVPR 2026

Despite strong results on recognition and segmentation, current 3D visual pre-training methods often underperform on robotic manipulation. We attribute this gap to two factors: the lack of state-action-state dynamics modeling and the unnecessary redundancy of explicit geometric reconstruction. We in

Cited by 0SourcecodeScholar
2026

SDDF: Specificity-Driven Dynamic Focusing for Open-Vocabulary Camouflaged Object Detection

CVPR 2026

Open-vocabulary object detection (OVOD) aims to detect known and unknown objects in the open world by leveraging text prompts. Benefiting from the emergence of large-scale vision--language pre-trained models, OVOD has demonstrated strong zero-shot generalization capabilities. However, when dealing w

Cited by 0SourcecodeScholar
2026

Whole-Body Coordination for Dynamic Object Grasping with Legged Manipulators

AAAI 2026technical

Quadrupedal robots with manipulators offer strong mobility and adaptability for grasping in unstructured, dynamic environments through coordinated whole-body control. However, existing research has predominantly focused on static-object grasping, neglecting the challenges posed by dynamic targets an

Cited by 0SourcePDFScholar