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D. David Neels Ponkumar on Muck Rack

D. David Neels Ponkumar

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Articles

Self-supervised cross frame-rate event-frame depth learning without ground truth

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By Martin Margala, Prasun Chakrabarti, Arun Kumar Arigela, D. David Neels Ponkumar, K. Jayasri, A. Leela Sravanthi
| Nature Verified
Abstract Event-based cameras provide high-temporal-resolution motion information and wide dynamic range, making them suitable for depth estimation in challenging dynamic environments. However, existing depth learning approaches often rely on ground-truth supervision, handcrafted event representations, or computationally expensive fusion strategies, limiting scalability and real-time deployment.
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