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Aaron Sun I'm a PhD Student at UMass Amherst studying Computer Vision under Subhransu Maji, currently focusing on semi-supervised learning with missing or weak labels in classification tasks for fine-grained domains. |
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Research |
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Task2Box: Box Embeddings for Modeling Asymmetric Task Relationships
Rangel Daroya, Aaron Sun, Subhransu Maji CVPR 2024 project page / CVPR24 / arXiv We present a method of task representation using box embeddings and demonstrate how they are able to capture asymmetric relationships between tasks and generalize to unseen tasks. |
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ZeoNet: 3D convolutional neural networks for predicting adsorption in nanoporous zeolites
Yachan Liu, Gustavo Perez, Zezhou Cheng, Aaron Sun, Sam Hoover, Wei Fan, Subhransu Maji, Peng Bai Journal of Materials Chemistry 2023 paper We present a representation learning framework using CNNs and 3D volumetric representations for predicting adsorption in zeolites. |
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COSE: A Consistency-Sensitivity Metric for Saliency on Image Classification
Rangel Daroya, Aaron Sun, Subhransu Maji ICCVW 2023 project page / ICCVW23 / arXiv We present a set of metrics that utilize vision priors to effectively assess the performance of saliency methods on image classification tasks. |