We have built pytorch multiprocessing module for Co-Mixup. To use this, set--parallel True(default). However, this requires additional GPU memory (the more the number of partition, the more the number of processes, about 1GB GPU memory per CUDA process). If OOM occurs, set--parallel False...
Inter-volcano samples are generated via the mixup data augmentation technique. Due to the sensitivity of mixup to data imbalance, Cubism introduces a novel co-balanced ratio that regulates the generation of inter-volcano samples considering the conditional distributions of both volcanoes. To the best ...
Here, we propose a co-balanced UDA approach, called Cubism , to bypass the manual annotation process for any newly monitored volcano by utilizing the patterns recognized in a different volcano-seismic dataset with labels. Employing an invertible latent space, Cubism alternates between a co-balanced...
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The global spread of COVID-19, the disease caused by the novel coronavirus SARS-CoV-2, has casted a significant threat to mankind. As the COVID-19 situation continues to evolve, predicting localized disease severity is crucial for advanced resource alloc
论文标题:Unsupervised Domain Adaptation for COVID-19 Information Service with Contrastive Adversarial Domain Mixup论文作者:Huimin Zeng, Zhenrui Yue, Ziyi Kou, Lanyu Shang, Yang Zhang, Dong Wang论文来源:aRxiv 2022论文地址:download 论文代码:download...
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Moreover, the mixup methodology is applied for the first time in radiological images of lungs affected by COVID-19 infection, with the aim to infer the infection degree with slice-level precision. Our approach achieved promising results despite the specific constrains defined by the rules of the...