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cs.CV2026
Temporally Grounded Compositional Camera Motion Understanding via Geometric Knowledge Distillation
Dazhao Du, Shiyan Du, Jian Liu +8
Understanding camera motion is fundamental to video perception, with applications in spatial intelligence and controllable video generation. Multimodal large language models (MLLMs…
cs.CV2026
DEIG: Detail-Enhanced Instance Generation with Fine-Grained Semantic Control
Shiyan Du, Conghan Yue, Xinyu Cheng +1
Multi-Instance Generation has advanced significantly in spatial placement and attribute binding. However, existing approaches still face challenges in fine-grained semantic underst…