Search Results for author: Dawen Cai

Found 5 papers, 0 papers with code

MaskSAM: Towards Auto-prompt SAM with Mask Classification for Medical Image Segmentation

no code implementations21 Mar 2024 Bin Xie, Hao Tang, Bin Duan, Dawen Cai, Yan Yan

Each pair of auxiliary mask and box prompts, which can solve the requirements of extra prompts, is associated with class label predictions by the sum of the auxiliary classifier token and the learnable global classifier tokens in the mask decoder of SAM to solve the predictions of semantic labels.

Image Segmentation Medical Image Segmentation +2

Online Multi-spectral Neuron Tracing

no code implementations10 Mar 2024 Bin Duan, Yuzhang Shang, Dawen Cai, Yan Yan

In this paper, we propose an online multi-spectral neuron tracing method with uniquely designed modules, where no offline training are required.

Few-shot Medical Image Segmentation with Cycle-resemblance Attention

no code implementations7 Dec 2022 Hao Ding, Changchang Sun, Hao Tang, Dawen Cai, Yan Yan

Recently, due to the increasing requirements of medical imaging applications and the professional requirements of annotating medical images, few-shot learning has gained increasing attention in the medical image semantic segmentation field.

Few-Shot Learning Image Segmentation +4

MLP-GAN for Brain Vessel Image Segmentation

no code implementations17 Jul 2022 Bin Xie, Hao Tang, Bin Duan, Dawen Cai, Yan Yan

Brain vessel image segmentation can be used as a promising biomarker for better prevention and treatment of different diseases.

Generative Adversarial Network Image Segmentation +2

Weakly Supervised Actor-Action Segmentation via Robust Multi-Task Ranking

no code implementations CVPR 2017 Yan Yan, Chenliang Xu, Dawen Cai, Jason J. Corso

However, current methods for detailed understanding of actor and action have significant limitations: they require large amounts of finely labeled data, and they fail to capture any internal relationship among actors and actions.

Action Classification Action Segmentation +2

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