3 papers
cs.CV2026
DGSeg: Dynamic Gating of Semantic-Spatial Guided Predictions for Reasoning Segmentation
Ruizhe Zeng, Siyu Cao, Lu Zhang +1
Reasoning segmentation aims to predict pixel-wise masks for targets given complex language queries. Existing approaches leverage Multimodal Large Language Models (MLLMs) for vision…
cs.CV2026
Towards Temporal Compositional Reasoning in Long-Form Sports Videos
Siyu Cao, Lu Zhang, Ruizhe Zeng +1
Sports videos are a challenging domain for multimodal understanding because they involve complex and dynamic human activities. Despite rapid progress in Multimodal Large Language M…
cs.CV2024
Boosting Open-Vocabulary Object Detection by Handling Background Samples
Ruizhe Zeng, Lu Zhang, Xu Yang +1
Open-vocabulary object detection is the task of accurately detecting objects from a candidate vocabulary list that includes both base and novel categories. Currently, numerous open…