Reproduce “NeRF-enabled Analysis-Through-Synthesis for ISAR Imaging of Small Everyday Objects with Sparse and Noisy UWB Radar Data” on OpenResearch
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About this paper
Md Farhan Tasnim Oshim, Albert Reed, Suren Jayasuriya, Tauhidur Rahman
The authors introduce ATS, which estimates radar scatterers and synthesizes echoes to reconstruct two-dimensional ISAR scenes. For a soda can inside a cardboard box, ATS produces a more compact response than backprojection. In a noisy single-reflector simulation, ATS scores PSNR 15.049 versus 11.797, LPIPS 0.069 versus 1.055, and MSE 0.001 versus 0.062. These simulated results do not establish general superiority.
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