Interpretable Explanations of Black Boxes by Meaningful Perturbation
Fong, Ruth C., Vedaldi, Andrea
Published in 2017 IEEE International Conference on Computer Vision (ICCV) (01.10.2017)
Published in 2017 IEEE International Conference on Computer Vision (ICCV) (01.10.2017)
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Conference Proceeding
Net2Vec: Quantifying and Explaining How Concepts are Encoded by Filters in Deep Neural Networks
Fong, Ruth, Vedaldi, Andrea
Published in 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (01.06.2018)
Published in 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (01.06.2018)
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Conference Proceeding
Occlusions for Effective Data Augmentation in Image Classification
Fong, Ruth, Vedaldi, Andrea
Published in 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) (01.10.2019)
Published in 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) (01.10.2019)
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Conference Proceeding
Understanding Deep Networks via Extremal Perturbations and Smooth Masks
Fong, Ruth, Patrick, Mandela, Vedaldi, Andrea
Published in 2019 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2019)
Published in 2019 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2019)
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Conference Proceeding
There and Back Again: Revisiting Backpropagation Saliency Methods
Rebuffi, Sylvestre-Alvise, Fong, Ruth, Ji, Xu, Vedaldi, Andrea
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2020)
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2020)
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Conference Proceeding
On Compositions of Transformations in Contrastive Self-Supervised Learning
Patrick, Mandela, Asano, Yuki M., Kuznetsova, Polina, Fong, Ruth, Henriques, Joao F., Zweig, Geoffrey, Vedaldi, Andrea
Published in 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2021)
Published in 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2021)
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Conference Proceeding
Interpretable Explanations of Black Boxes by Meaningful Perturbation
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Paper
Journal Article
Occlusions for Effective Data Augmentation in Image Classification
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Paper
Journal Article
Improving Data-Efficient Fossil Segmentation via Model Editing
Panigrahi, Indu, Manzuk, Ryan, Maloof, Adam, Fong, Ruth
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2023)
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Conference Proceeding
Gender Artifacts in Visual Datasets
Meister, Nicole, Zhao, Dora, Wang, Angelina, Ramaswamy, Vikram V, Fong, Ruth, Russakovsky, Olga
Published in arXiv.org (18.09.2023)
Published in arXiv.org (18.09.2023)
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Paper
Journal Article
UFO: A unified method for controlling Understandability and Faithfulness Objectives in concept-based explanations for CNNs
Ramaswamy, Vikram V, Kim, Sunnie S Y, Fong, Ruth, Russakovsky, Olga
Published in arXiv.org (27.03.2023)
Published in arXiv.org (27.03.2023)
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Paper
Journal Article