Video Object Detection via Object-level Temporal Aggregation

no code implementations • ECCV 2020 • Chun-Han Yao, Chen Fang, Xiaohui Shen, Yangyue Wan, Ming-Hsuan Yang

While single-image object detectors can be naively applied to videos in a frame-by-frame fashion, the prediction is often temporally inconsistent.

Frame Video Object Detection

Federated Multi-Target Domain Adaptation

no code implementations • 17 Aug 2021 • Chun-Han Yao, Boqing Gong, Yin Cui, Hang Qi, Yukun Zhu, Ming-Hsuan Yang

We further take the server-client and inter-client domain shifts into account and pose a domain adaptation problem with one source (centralized server data) and multiple targets (distributed client data).

Domain Adaptation Federated Learning +3

Discovering 3D Parts from Image Collections

no code implementations • ICCV 2021 • Chun-Han Yao, Wei-Chih Hung, Varun Jampani, Ming-Hsuan Yang

Reasoning 3D shapes from 2D images is an essential yet challenging task, especially when only single-view images are at our disposal.

Progressive Domain Adaptation for Object Detection

1 code implementation • 24 Oct 2019 • Han-Kai Hsu, Chun-Han Yao, Yi-Hsuan Tsai, Wei-Chih Hung, Hung-Yu Tseng, Maneesh Singh, Ming-Hsuan Yang

This intermediate domain is constructed by translating the source images to mimic the ones in the target domain.

Domain Adaptation Object Detection