PixelSeg: Pixel-by-Pixel Stochastic Semantic Segmentation for Ambiguous Medical Images

Author:

Zhang Wei1,Zhang Xiaohong1,Huang Sheng1,Lu Yuting1,Wang Kun1

Affiliation:

1. Chongqing University, Chongqing, China

Funder

Technology Innovation and Application Development of Chongqing, China

Publisher

ACM

Reference36 articles.

1. Guilherme Aresta , Colin Jacobs , Teresa Araújo , António Cunha , Isabel Ramos , Bram van Ginneken , and Aurélio Campilho . 2019. iW-Net: an automatic and minimalistic interactive lung nodule segmentation deep network. Scientific reports 9, 1 ( 2019 ), 1--9. Guilherme Aresta, Colin Jacobs, Teresa Araújo, António Cunha, Isabel Ramos, Bram van Ginneken, and Aurélio Campilho. 2019. iW-Net: an automatic and minimalistic interactive lung nodule segmentation deep network. Scientific reports 9, 1 (2019), 1--9.

2. The Lung Image Database Consortium (LIDC) and Image Database Resource Initiative (IDRI): A Completed Reference Database of Lung Nodules on CT Scans

3. PHiSeg: Capturing Uncertainty in Medical Image Segmentation

4. Liang-Chieh Chen , George Papandreou , Iasonas Kokkinos , Kevin Murphy , and Alan L Yuille . 2017 . Deeplab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs . IEEE transactions on pattern analysis and machine intelligence 40, 4 (2017), 834--848. Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos, Kevin Murphy, and Alan L Yuille. 2017. Deeplab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs. IEEE transactions on pattern analysis and machine intelligence 40, 4 (2017), 834--848.

5. Mark Chen , Alec Radford , Rewon Child , Jeffrey Wu , Heewoo Jun , David Luan , and Ilya Sutskever . 2020 . Generative pretraining from pixels . In International conference on machine learning. PMLR, 1691--1703 . Mark Chen, Alec Radford, Rewon Child, Jeffrey Wu, Heewoo Jun, David Luan, and Ilya Sutskever. 2020. Generative pretraining from pixels. In International conference on machine learning. PMLR, 1691--1703.

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1. CPNet: Cartoon Parsing with Pixel and Part Correlation;Proceedings of the 31st ACM International Conference on Multimedia;2023-10-26

2. Stochastic Segmentation with Conditional Categorical Diffusion Models;2023 IEEE/CVF International Conference on Computer Vision (ICCV);2023-10-01

3. BerDiff: Conditional Bernoulli Diffusion Model for Medical Image Segmentation;Lecture Notes in Computer Science;2023

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