2 papers
cs.LG2026
CertBind from Multimodal Connectivity to Certifiable Retrieval Decisions
Shuheng Cao, Zhenhao Zhang, Ruiqi Chen +7
Lightweight connectors make frozen multimodal encoders composable at the representation level. Deployment exposes a second problem at the level of task decisions. A connected route…
cs.CV2026
RegisterBridgeMM: A Register-Centric Framework for RGB-Infrared Object Detection
Zian Wang, Hangchuan Liang, Yuehua Chen +4
RGB-infrared (RGB-IR) object detection benefits from complementary visible and thermal cues, but effective fusion remains challenging under illumination changes, weather variation,…