Healthcare & Biology Papers
Paper with Code medical section (opens in a new tab): Provides access to research papers along with the corresponding code.
Drug Discovery
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Junction Tree Variational Autoencoder for Molecular Graph Generation (opens in a new tab) (2018)
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Self-Normalizing Neural Networks (opens in a new tab) (2017)
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Neural Message Passing for Quantum Chemistry (opens in a new tab) (2017)
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Gated Graph Sequence Neural Networks (opens in a new tab) (2015)
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Semi-Supervised Classification with Graph Convolutional Networks (opens in a new tab) (2017)
Medical Image Segmentation
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U-Net: Convolutional Networks for Biomedical Image Segmentation (opens in a new tab) (2015)
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An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale (opens in a new tab) (2021)
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Attention U-Net: Learning Where to Look for the Pancreas (opens in a new tab) (2018)
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UNet++: A Nested U-Net Architecture for Medical Image Segmentation (opens in a new tab) (2018)
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TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation (opens in a new tab) (2021)
2D Classification
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Perceptual Losses for Real-Time Style Transfer and Super-Resolution (opens in a new tab) (2016)
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Image Super-Resolution Using Deep Convolutional Networks (opens in a new tab) (2015)
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SinGAN: Learning a Generative Model from a Single Natural Image (opens in a new tab) (2019)
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Enhanced Deep Residual Networks for Single Image Super-Resolution (opens in a new tab) (2017)
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ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks (opens in a new tab) (2018)