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20162025
most citedLightweight Modules for Efficient Deep Learning based Image Restoration

54 citations · 66 across the 8 of their papers we have counts for

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cs.CV2025

Light-Field Dataset for Disparity Based Depth Estimation

Suresh Nehra, Aupendu Kar, Jayanta Mukhopadhyay +1

A Light Field (LF) camera consists of an additional two-dimensional array of micro-lenses placed between the main lens and sensor, compared to a conventional camera. The sensor pix…

cs.CV2025

Sharing the Learned Knowledge-base to Estimate Convolutional Filter Parameters for Continual Image Restoration

Aupendu Kar, Krishnendu Ghosh, Prabir Kumar Biswas

Continual learning is an emerging topic in the field of deep learning, where a model is expected to learn continuously for new upcoming tasks without forgetting previous experience…

cs.CV2025

Self-supervision via Controlled Transformation and Unpaired Self-conditioning for Low-light Image Enhancement

Aupendu Kar, Sobhan K. Dhara, Debashis Sen +1

Real-world low-light images captured by imaging devices suffer from poor visibility and require a domain-specific enhancement to produce artifact-free outputs that reveal details.…

cs.CV2022

Texture Aware Autoencoder Pre-training And Pairwise Learning Refinement For Improved Iris Recognition

Manashi Chakraborty, Aritri Chakraborty, Prabir Kumar Biswas +1

This paper presents a texture aware end-to-end trainable iris recognition system, specifically designed for datasets like iris having limited training data. We build upon our previ…

cs.CV2020

Noise Conscious Training of Non Local Neural Network powered by Self Attentive Spectral Normalized Markovian Patch GAN for Low Dose CT Denoising

Sutanu Bera, Prabir Kumar Biswas

The explosive rise of the use of Computer tomography (CT) imaging in medical practice has heightened public concern over the patient's associated radiation dose. However, reducing…

cs.CV202054 cited

Lightweight Modules for Efficient Deep Learning based Image Restoration

Avisek Lahiri, Sourav Bairagya, Sutanu Bera +2

Low level image restoration is an integral component of modern artificial intelligence (AI) driven camera pipelines. Most of these frameworks are based on deep neural networks whic…