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ScRAE: Deterministic Regularized Autoencoders with Flexible Priors for Clustering Single-cell Gene Expression Data


Jul 16, 2021
Arnab Kumar Mondal, Himanshu Asnani, Parag Singla, Prathosh AP

* IEEE/ACM Transactions on Computational Biology and Bioinformatics 

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Contrastive Semi-Supervised Learning for 2D Medical Image Segmentation


Jul 10, 2021
Prashant Pandey, Ajey Pai, Nisarg Bhatt, Prasenjit Das, Govind Makharia, Prathosh AP, Mausam

* MICCAI 2021 

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Domain Generalization via Inference-time Label-Preserving Target Projections


Mar 01, 2021
Prashant Pandey, Mrigank Raman, Sumanth Varambally, Prathosh AP

* CVPR 2021 

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A Variational Information Bottleneck Based Method to Compress Sequential Networks for Human Action Recognition


Oct 03, 2020
Ayush Srivastava, Oshin Dutta, Prathosh AP, Sumeet Agarwal, Jigyasa Gupta

* Submitted to WACV 

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Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors


Jul 28, 2020
Prashant Pandey, Mrigank Raman, Sumanth Varambally, Prathosh AP


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Unsupervised Domain Adaptation for Semantic Segmentation of NIR Images through Generative Latent Search


Jul 17, 2020
Prashant Pandey, Aayush Kumar Tyagi, Sameer Ambekar, Prathosh AP

* ECCV 2020 [Spotlight] 

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Skin Segmentation from NIR Images using Unsupervised Domain Adaptation through Generative Latent Search


Jun 15, 2020
Prashant Pandey, Aayush Kumar Tyagi, Sameer Ambekar, Prathosh AP


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To Regularize or Not To Regularize? The Bias Variance Trade-off in Regularized AEs


Jun 10, 2020
Arnab Kumar Mondal, Himanshu Asnani, Parag Singla, Prathosh AP


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C-MI-GAN : Estimation of Conditional Mutual Information using MinMax formulation


May 17, 2020
Arnab Kumar Mondal, Arnab Bhattacharya, Sudipto Mukherjee, Sreeram Kannan, Himanshu Asnani, Prathosh AP


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Target-Independent Domain Adaptation for WBC Classification using Generative Latent Search


May 11, 2020
Prashant Pandey, Prathosh AP, Vinay Kyatham, Deepak Mishra, Tathagato Rai Dastidar


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Towards Latent Space Optimality for Auto-Encoder Based Generative Models


Dec 10, 2019
Arnab Kumar Mondal, Sankalan Pal Chowdhury, Aravind Jayendran, Parag Singla, Himanshu Asnani, Prathosh AP

* A version of this paper has been submitted to the Conference on Computer Vision and Pattern Recognition 2020 

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Guided Weak Supervision for Action Recognition with Scarce Data to Assess Skills of Children with Autism


Dec 02, 2019
Prashant Pandey, Prathosh AP, Manu Kohli, Josh Pritchard

* AAAI 2020 

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Guided weak supervision for action recognition with scarce data to assess skills of children with autism


Nov 11, 2019
Prashant Pandey, Prathosh AP, Manu Kohli, Josh Pritchard


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NEMGAN: Noise Engineered Mode-matching GAN


Nov 08, 2018
Deepak Mishra, Prathosh AP, Aravind J, Prashant Pandey, Santanu Chaudhury


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