We propose a novel multitask learning model, namely MultiMix, which jointly learns disease classification and anatomical segmentation in a sparingly supervised manner, while preserving explainability through bridge saliency between the two tasks.

2022年6月30日 · 因此，论文提出了一种新的、更通用的多任务模型MultiMix，该模型结合基于置信度的桥接块，从多源数据中共同学习诊断分类和解剖结构分割。 显著图可以通过可视化有意义的视觉特征来分析模型预测。

2020年10月28日 · We propose a novel multitask learning model, namely MultiMix, which jointly learns disease classification and anatomical segmentation in a sparingly supervised manner, while preserving explainability through bridge saliency between the two tasks.

We propose MultiMix, a novel multitask learning model that jointly learns disease classification and anatomical segmentation in a sparingly supervised manner, while preserving explainability through bridge saliency between the two tasks.

2022年6月12日 · 本文介绍了Multimix，一种用于医学成像的半监督多任务学习方法，旨在解决深度学习在医学图像分析中对大量标注数据的依赖问题。Multimix结合基于置信的增强策略和桥接模块，实现联合分类和分割任务，提高模型的可解释性和泛化能力。

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Our model performs joint classification and segmentation using semi-supervised and multi-task learning. For semi-supervised classification we use pseudo-label and consistency augmentation. An unlabeled image is augmented twice, weakly and strongly, and pseudo-labels are produced for the weakly augmented versions with confidence.

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2021年2月15日 · Multimix FX es un suplemento alimenticio compuesto por metilsulfonilmetano, el cual es una fórmula química que sirve para aliviar el dolor e inflamación que provoca la artritis. ¿De qué está compuesto Multimix FX?

2015年12月12日 · MultiMix 4 USB FX 是一款结合了usb数字音频接口的四通道的桌面式调音台，你可以在现场混音，或在家庭工作室，都能直接录制音频到电脑里。 这款紧凑型调音台完美适用于电脑录音，个人现场扩音环境，视频编辑与后期制作工作室，以及便携式播客系统。