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Ayush Somani
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Interpretability in Deep Learning
A Somani, A Horsch, DK Prasad
Springer Cham 1, 466, 2023
72023
Image Inpainting With Hypergraphs for Resolution Improvement in Scanning Acoustic Microscopy
A Somani, P Banerjee, M Rastogi, A Habib, K Agarwal, DK Prasad
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
42023
Virtual labeling of mitochondria in living cells using correlative imaging and physics-guided deep learning
A Somani, AA Sekh, IS Opstad, ÅB Birgisdottir, T Myrmel, BS Ahluwalia, ...
Biomedical Optics Express 13 (10), 5495-5516, 2022
42022
Counterfactual explainable gastrointestinal and colonoscopy image segmentation
D Singh, A Somani, A Horsch, DK Prasad
2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 1-5, 2022
22022
T-MIS: Transparency adaptation in medical image segmentation
A Somani, D Singh, D Prasad, A Horsch
Nordic Machine Intelligence 1 (1), 11-13, 2021
22021
Digital Staining of Mitochondria in Label-Free Live-Cell Microscopy
A Somani, AA Sekh, IS Opstad, AB Birgisdottir, T Myrmel, BS Ahluwalia, ...
BVM Workshop 2021, 235 - 240, 2021
22021
Analyzing mitochondrial morphology through simulation supervised learning
AR Punnakkal, G Gustav, A Somani, SAA Maldonado, ÅB Birgisdottir, ...
Journal of Visualized Experiments: JoVe, 2023
12023
Knowledge Encoding and Interpretation
A Somani, A Horsch, DK Prasad
Interpretability in Deep Learning, 183-288, 2023
2023
Fuzzy Deep Learning
A Somani, A Horsch, DK Prasad
Interpretability in Deep Learning, 367-408, 2023
2023
Introduction to Interpretability
A Somani, A Horsch, DK Prasad
Interpretability in Deep Learning, 1-67, 2023
2023
Interpretation in Specific Deep Architectures
A Somani, A Horsch, DK Prasad
Interpretability in Deep Learning, 289-366, 2023
2023
Neural Networks for Deep Learning
A Somani, A Horsch, DK Prasad
Interpretability in Deep Learning, 69-182, 2023
2023
Performance improvement in deep learning models for outdoor semantic segmentation for autonomous driving for unstructured environment
D Singh, A Somani, A Horsch, DK Prasad
Nordic AI Young Researchers Symposium 2021, 2021
2021
HDL-SAM: A Hybrid Deep Learning Framework for High-Resolution Imaging in Scanning Acoustic Microscopy
A Sharma, A Somani, P Banerjee, A Habib
Synthetic Data for Computer Vision Workshop@ CVPR 2024, 0
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