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Author

Geeta Chhabra Gandhi

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Review Oct 2026

Underwater Object Detection in the Deep Learning Era: Techniques, Benchmarks and Challenges

This structured literature review provides condition-specific model selection guidelines aligned with SDG 14 and identifies future research priorities including selfsupervised learning, sensor fusion, and lightweight AUV-optimised architectures.

Rahul Jain, Govind Murari Upadhyay, Geeta Chhabra Gandhi · 0 citations
Sep 2026

A Comprehensive Benchmark of Underwater Vision Enhancement Techniques for Sustainable Water Management Applications

Sustainable management of marine and freshwater environments requires effective monitoring. However, in underwater visual data acquisition, the effects of light attenuation and scattering vary with wavelength, degrading image quality. In this study, the latest underwater image enhancement algorithms were sys...

Rahul Jain, Geeta Chhabra Gandhi · 0 citations
Open access Jul 2026

A hybrid attention-based spatio-temporal model for deepfake video detection.

This paper proposes an Illusion Interception Tool, a robust deep fake detection system that combines ResNeXt convolutional neural networks (CNNs) for detailed spatial analysis and long short-term memory (LSTM) networks for capturing temporal dynamics with soft attention.

Sambhav Gupta, Ojasvi Pandey, Deepika Varshney et al. · 0 citations

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