no code implementations • 27 Apr 2023 • Zhi Hou, Baosheng Yu, DaCheng Tao
Human-object interactions (HOIs) are crucial for human-centric scene understanding applications such as human-centric visual generation, AR/VR, and robotics.
no code implementations • 7 Feb 2023 • Jinlong Fan, Jing Zhang, Zhi Hou, DaCheng Tao
In this paper, we propose AniPixel, a novel animatable and generalizable human avatar reconstruction method that leverages pixel-aligned features for body geometry prediction and RGB color blending.
1 code implementation • 4 Apr 2022 • Zhi Hou, Baosheng Yu, Chaoyue Wang, Yibing Zhan, DaCheng Tao
Specifically, when applying the proposed module, it employs a two-stream pipeline during training, i. e., either with or without a BatchFormerV2 module, where the batchformer stream can be removed for testing.
2 code implementations • 27 Mar 2022 • Zhi Hou, Baosheng Yu, DaCheng Tao
Therefore, the proposed method enables the learning on both known and unknown HOI concepts.
Affordance Recognition Human-Object Interaction Concept Discovery +1
1 code implementation • CVPR 2022 • Zhi Hou, Baosheng Yu, DaCheng Tao
We perform extensive experiments on over ten datasets and the proposed method achieves significant improvements on different data scarcity applications without any bells and whistles, including the tasks of long-tailed recognition, compositional zero-shot learning, domain generalization, and contrastive learning.
Ranked #17 on Long-tail Learning on iNaturalist 2018
2 code implementations • CVPR 2021 • Zhi Hou, Baosheng Yu, Yu Qiao, Xiaojiang Peng, DaCheng Tao
The proposed method can thus be used to 1) improve the performance of HOI detection, especially for the HOIs with unseen objects; and 2) infer the affordances of novel objects.
Ranked #2 on Affordance Recognition on HICO-DET(Unknown Concepts)
1 code implementation • CVPR 2021 • Zhi Hou, Baosheng Yu, Yu Qiao, Xiaojiang Peng, DaCheng Tao
With the proposed object fabricator, we are able to generate large-scale HOI samples for rare and unseen categories to alleviate the open long-tailed issues in HOI detection.
Ranked #4 on Affordance Recognition on HICO-DET
4 code implementations • ECCV 2020 • Zhi Hou, Xiaojiang Peng, Yu Qiao, DaCheng Tao
The integration of decomposition and composition enables VCL to share object and verb features among different HOI samples and images, and to generate new interaction samples and new types of HOI, and thus largely alleviates the long-tail distribution problem and benefits low-shot or zero-shot HOI detection.
Ranked #3 on Affordance Recognition on HICO-DET(Unknown Concepts)