Fair, Data-Efficient, and Trusted Computer Vision
Class-Wise Thresholding for Robust Out-of-Distribution Detection-
[pdf]
[supp]
[bibtex]@InProceedings{Guarrera_2022_CVPR, author = {Guarrera, Matteo and Jin, Baihong and Lin, Tung-Wei and Zuluaga, Maria A. and Chen, Yuxin and Sangiovanni-Vincentelli, Alberto}, title = {Class-Wise Thresholding for Robust Out-of-Distribution Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2837-2846} }
medXGAN: Visual Explanations for Medical Classifiers Through a Generative Latent Space-
[pdf]
[arXiv]
[bibtex]@InProceedings{Dravid_2022_CVPR, author = {Dravid, Amil and Schiffers, Florian and Gong, Boqing and Katsaggelos, Aggelos K.}, title = {medXGAN: Visual Explanations for Medical Classifiers Through a Generative Latent Space}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2936-2945} }
An Examination of Bias of Facial Analysis Based BMI Prediction Models-
[pdf]
[arXiv]
[bibtex]@InProceedings{Siddiqui_2022_CVPR, author = {Siddiqui, Hera and Rattani, Ajita and Ricanek, Karl and Hill, Twyla}, title = {An Examination of Bias of Facial Analysis Based BMI Prediction Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2926-2935} }
OPAD: An Optimized Policy-Based Active Learning Framework for Document Content Analysis-
[pdf]
[arXiv]
[bibtex]@InProceedings{Shekhar_2022_CVPR, author = {Shekhar, Sumit and Guda, Bhanu Prakash Reddy and Chaubey, Ashutosh and Jindal, Ishan and Jain, Avneet}, title = {OPAD: An Optimized Policy-Based Active Learning Framework for Document Content Analysis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2826-2836} }
Doppelganger Saliency: Towards More Ethical Person Re-Identification-
[pdf]
[bibtex]@InProceedings{RichardWebster_2022_CVPR, author = {RichardWebster, Brandon and Hu, Brian and Fieldhouse, Keith and Hoogs, Anthony}, title = {Doppelganger Saliency: Towards More Ethical Person Re-Identification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2847-2857} }
Segmenting Across Places: The Need for Fair Transfer Learning With Satellite Imagery-
[pdf]
[supp]
[arXiv]
[bibtex]@InProceedings{Zhang_2022_CVPR, author = {Zhang, Miao and Singh, Harvineet and Chok, Lazarus and Chunara, Rumi}, title = {Segmenting Across Places: The Need for Fair Transfer Learning With Satellite Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2916-2925} }
Is Neuron Coverage Needed To Make Person Detection More Robust?-
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[bibtex]@InProceedings{Pavlitskaya_2022_CVPR, author = {Pavlitskaya, Svetlana and Y{\i}km{\i}\c{s}, \c{S}iyar and Z\"ollner, J. Marius}, title = {Is Neuron Coverage Needed To Make Person Detection More Robust?}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2889-2897} }
Color Invariant Skin Segmentation-
[pdf]
[supp]
[arXiv]
[bibtex]@InProceedings{Xu_2022_CVPR, author = {Xu, Han and Sarkar, Abhijit and Abbott, A. Lynn}, title = {Color Invariant Skin Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2906-2915} }
Epistemic Uncertainty-Weighted Loss for Visual Bias Mitigation-
[pdf]
[arXiv]
[bibtex]@InProceedings{Stone_2022_CVPR, author = {Stone, Rebecca S and Ravikumar, Nishant and Bulpitt, Andrew J and Hogg, David C}, title = {Epistemic Uncertainty-Weighted Loss for Visual Bias Mitigation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2898-2905} }
Visual Domain Bridge: A Source-Free Domain Adaptation for Cross-Domain Few-Shot Learning-
[pdf]
[bibtex]@InProceedings{Yazdanpanah_2022_CVPR, author = {Yazdanpanah, Moslem and Moradi, Parham}, title = {Visual Domain Bridge: A Source-Free Domain Adaptation for Cross-Domain Few-Shot Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2868-2877} }
Pyramidal Attention for Saliency Detection-
[pdf]
[arXiv]
[bibtex]@InProceedings{Hussain_2022_CVPR, author = {Hussain, Tanveer and Anwar, Abbas and Anwar, Saeed and Petersson, Lars and Baik, Sung Wook}, title = {Pyramidal Attention for Saliency Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2878-2888} }
DeSI: Deepfake Source Identifier for Social Media-
[pdf]
[bibtex]@InProceedings{Narayan_2022_CVPR, author = {Narayan, Kartik and Agarwal, Harsh and Mittal, Surbhi and Thakral, Kartik and Kundu, Suman and Vatsa, Mayank and Singh, Richa}, title = {DeSI: Deepfake Source Identifier for Social Media}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2858-2867} }