4 papers
Rethinking Generic Object Tracking Toward Human-Level Perceptual Intelligence
Shih-Fang Chen
At the heart of human visual perception lies the ability to maintain a continuous and coherent understanding of the external world. By integrating observations with accumulated exp…
GOT-JEPA: Generic Object Tracking with Model Adaptation and Occlusion Handling using Joint-Embedding Predictive Architecture
Shih-Fang Chen, Jun-Cheng Chen, I-Hong Jhuo +1
The human visual system tracks objects by integrating current observations with previously observed information, adapting to target and scene changes, and reasoning about occlusion…
Improving Visual Object Tracking through Visual Prompting
Shih-Fang Chen, Jun-Cheng Chen, I-Hong Jhuo +1
Learning a discriminative model that distinguishes the specified target from surrounding distractors across frames is essential for generic object tracking (GOT). Dynamic adaptatio…
GOT-Edit: Geometry-Aware Generic Object Tracking via Online Model Editing
Shih-Fang Chen, Jun-Cheng Chen, I-Hong Jhuo +1
Human perception for effective object tracking in 2D video streams arises from the implicit use of prior 3D knowledge and semantic reasoning. In contrast, most generic object track…