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cs.CV2026
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
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
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.…