3 papers
cs.CV2026
SportsGrounder: Proposal-Aided Interleaved Grounding for Dense Sports Video Reasoning
Yizhi Li, Jiawei Jiang, Guanhong Wang +2
Sports video analysis is crucial for athletic analytics and broadcasting enhancement. Dense sports video reasoning, however, demands a fine-grained understanding of numerous small-…
cs.CV2026
: A "Spot the Difference" Challenge for Large Multimodal Models
Kewei Wei, Bocheng Hu, Jie Cao +13
Modern Large Multimodal Models (LMMs) have demonstrated extraordinary ability in static image and single-state spatial-temporal understanding. However, their capacity to comprehend…
cs.CV2026
MovieTeller: Tool-augmented Movie Synopsis with ID Consistent Progressive Abstraction
Yizhi Li, Xiaohan Chen, Miao Jiang +2
With the explosive growth of digital entertainment, automated video summarization has become indispensable for applications such as content indexing, personalized recommendation, a…