192 citations · 314 across the 20 of their papers we have counts for
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Attribution-based XAI Methods in Computer Vision: A Review
Kumar Abhishek, Deeksha Kamath
The advancements in deep learning-based methods for visual perception tasks have seen astounding growth in the last decade, with widespread adoption in a plethora of application ar…
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions
Arezou Pakzad, Kumar Abhishek, Ghassan Hamarneh
While deep learning based approaches have demonstrated expert-level performance in dermatological diagnosis tasks, they have also been shown to exhibit biases toward certain demogr…
A Survey on Deep Learning for Skin Lesion Segmentation
Zahra Mirikharaji, Kumar Abhishek, Alceu Bissoto +5
Skin cancer is a major public health problem that could benefit from computer-aided diagnosis to reduce the burden of this common disease. Skin lesion segmentation from images is a…
Multi-Sample -mixup: Richer, More Realistic Synthetic Samples from a -Series Interpolant
Kumar Abhishek, Colin J. Brown, Ghassan Hamarneh
Modern deep learning training procedures rely on model regularization techniques such as data augmentation methods, which generate training samples that increase the diversity of d…