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Navjot Singh

3 accepted papers

2025

AUIED3K: A New Andaman Underwater Image Enhancement Dataset for Deep Learning-Driven Image Enhancement with Minimum Loss Dehazing

ICASSP 2025accepted

Underwater images suffer due to light scattering and color absorption, which is challenging for marine researchers, underwater heritage miners, and aquatic robotics. Due to the unavailability of ample real-world underwater ground truth images, it becomes more challenging to frame a deep learning-bas…

Cited by 0SourceScholar
2022

ATD: Augmenting CP Tensor Decomposition by Self Supervision

NeurIPS 2022accept

Tensor decompositions are powerful tools for dimensionality reduction and feature interpretation of multidimensional data such as signals. Existing tensor decomposition objectives (e.g., Frobenius norm) are designed for fitting raw data under statistical assumptions, which may not align with downstr…

2021

QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning

NeurIPS 2021poster

Traditionally, federated learning (FL) aims to train a single global model while collaboratively using multiple clients and a server. Two natural challenges that FL algorithms face are heterogeneity in data across clients and collaboration of clients with diverse resources. In this work, we introduc…

Cited by 68SourcePDFScholar