no code implementations • 4 Apr 2024 • Michelle Shu, Charles Herrmann, Richard Strong Bowen, Forrester Cole, Ramin Zabih
Text-conditioned diffusion models can generate impressive images, but fall short when it comes to fine-grained control.
no code implementations • ICCV 2021 • Michelle Shu, Richard Strong Bowen, Charles Herrmann, Gengmo Qi, Michele Santacatterina, Ramin Zabih
Time-to-event analysis is an important statistical tool for allocating clinical resources such as ICU beds.
1 code implementation • CVPR 2022 • Zhuotao Tian, Xin Lai, Li Jiang, Shu Liu, Michelle Shu, Hengshuang Zhao, Jiaya Jia
Then, since context is essential for semantic segmentation, we propose the Context-Aware Prototype Learning (CAPL) that significantly improves performance by 1) leveraging the co-occurrence prior knowledge from support samples, and 2) dynamically enriching contextual information to the classifier, conditioned on the content of each query image.
3 code implementations • 4 Aug 2020 • Zhuotao Tian, Hengshuang Zhao, Michelle Shu, Zhicheng Yang, Ruiyu Li, Jiaya Jia
It consists of novel designs of (1) a training-free prior mask generation method that not only retains generalization power but also improves model performance and (2) Feature Enrichment Module (FEM) that overcomes spatial inconsistency by adaptively enriching query features with support features and prior masks.
Ranked #66 on Few-Shot Semantic Segmentation on COCO-20i (1-shot)
1 code implementation • CVPR 2020 • Dandan Shan, Jiaqi Geng, Michelle Shu, David F. Fouhey
Hands are the central means by which humans manipulate their world and being able to reliably extract hand state information from Internet videos of humans engaged in their hands has the potential to pave the way to systems that can learn from petabytes of video data.
no code implementations • 25 Nov 2019 • Michelle Shu, Chenxi Liu, Weichao Qiu, Alan Yuille
Different from the existing strategy to always give the same (distribution of) test data, the adversarial examiner will dynamically select the next test data to hand out based on the testing history so far, with the goal being to undermine the model's performance.
no code implementations • 27 Jun 2019 • Zhuotao Tian, Hengshuang Zhao, Michelle Shu, Jiaze Wang, Ruiyu Li, Xiaoyong Shen, Jiaya Jia
Albeit intensively studied, false prediction and unclear boundaries are still major issues of salient object detection.
1 code implementation • CVPR 2018 • Ruiyu Li, Kaican Li, Yi-Chun Kuo, Michelle Shu, Xiaojuan Qi, Xiaoyong Shen, Jiaya Jia
We address the problem of image segmentation from natural language descriptions.
no code implementations • CVPR 2018 • Ying-Cong Chen, Huaijia Lin, Michelle Shu, Ruiyu Li, Xin Tao, Yangang Ye, Xiaoyong Shen, Jiaya Jia
Digital face manipulation has become a popular and fascinating way to touch images with the prevalence of smartphones and social networks.