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09/16/2023
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels
Since annotating medical images for segmentation tasks commonly incurs e...
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07/18/2023
Ord2Seq: Regarding Ordinal Regression as Label Sequence Prediction
Ordinal regression refers to classifying object instances into ordinal c...
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06/06/2023
PGformer: Proxy-Bridged Game Transformer for Multi-Person Extremely Interactive Motion Prediction
Multi-person motion prediction is a challenging task, especially for rea...
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02/08/2023
Cross-Layer Retrospective Retrieving via Layer Attention
More and more evidence has shown that strengthening layer interactions c...
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01/07/2023
ExcelFormer: A Neural Network Surpassing GBDTs on Tabular Data
Though neural networks have achieved enormous breakthroughs on various f...
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11/30/2022
T2G-Former: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction
Recent development of deep neural networks (DNNs) for tabular learning h...
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11/12/2022
Robust Training of Graph Neural Networks via Noise Governance
Graph Neural Networks (GNNs) have become widely-used models for semi-sup...
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07/21/2022
ME-GAN: Learning Panoptic Electrocardio Representations for Multi-view ECG Synthesis Conditioned on Heart Diseases
Electrocardiogram (ECG) is a widely used non-invasive diagnostic tool fo...
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06/16/2022
Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural Network
A large number of people suffer from life-threatening cardiac abnormalit...
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01/03/2022
D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation
Computer-aided medical image segmentation has been applied widely in dia...
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12/06/2021
DANets: Deep Abstract Networks for Tabular Data Classification and Regression
Tabular data are ubiquitous in real world applications. Although many co...
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02/10/2021
Doctor Imitator: A Graph-based Bone Age Assessment Framework Using Hand Radiographs
Bone age assessment is challenging in clinical practice due to the compl...
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02/09/2021