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@deeplearning-wisc

deeplearning-wisc

CS Research Group led by Prof. Sharon Li

Popular repositories

  1. vos vos Public

    source code for ICLR'22 paper "VOS: Learning What You Don’t Know by Virtual Outlier Synthesis"

    Python 303 53

  2. knn-ood knn-ood Public

    Code for ICML 2022 paper "Out-of-distribution Detection with Deep Nearest Neighbors"

    Python 163 18

  3. stud stud Public

    source code for CVPR'22 paper "Unknown-Aware Object Detection: Learning What You Don’t Know from Videos in the Wild"

    Python 115 14

  4. large_scale_ood large_scale_ood Public

    MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space

    Python 79 12

  5. MCM MCM Public

    PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022

    Python 59 7

  6. gradnorm_ood gradnorm_ood Public

    On the Importance of Gradients for Detecting Distributional Shifts in the Wild

    Python 52 7

Repositories

Showing 10 of 28 repositories
  • id_label Public

    source code for ICML'24 paper "When and how does in-distribution label help out-of-distribution detection?"

    0 0 0 0 Updated May 24, 2024
  • picle Public

    Official code for ICML 2024 paper on Persona In-Context Learning (PICLe)

    Python 10 0 0 0 Updated May 21, 2024
  • hypo Public
    Python 9 0 3 0 Updated May 10, 2024
  • knn-ood Public

    Code for ICML 2022 paper "Out-of-distribution Detection with Deep Nearest Neighbors"

    Python 163 18 0 1 Updated Mar 29, 2024
  • MCM Public

    PyTorch implementation of MCM (Delving into out-of-distribution detection with vision-language representations), NeurIPS 2022

    Python 59 7 2 0 Updated Mar 12, 2024
  • args Public
    Python 21 3 1 0 Updated Feb 8, 2024
  • sal Public

    source code for ICLR'24 paper "How does unlabeled data provably help OOD detection?"

    Python 8 1 1 0 Updated Feb 1, 2024
  • scone Public
    Python 7 Apache-2.0 1 1 1 Updated Nov 8, 2023
  • sorl Public

    Code for NeurIPS 2023 paper "A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning"

    Python 7 0 0 0 Updated Oct 26, 2023
  • dream-ood Public

    source code for NeurIPS'23 paper "Dream the Impossible: Outlier Imagination with Diffusion Models"

    Python 47 3 2 0 Updated Oct 14, 2023

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