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Comprehensive Dataset of Synthetic and Manipulated Overhead Imagery for Development and Evaluation of Forensic Tools. (arXiv:2305.05784v1 [cs.CV])
May 11, 2023, 1:10 a.m. | Brandon B. May, Kirill Trapeznikov, Shengbang Fang, Matthew C. Stamm
cs.CR updates on arXiv.org arxiv.org
We present a first of its kind dataset of overhead imagery for development
and evaluation of forensic tools. Our dataset consists of real, fully synthetic
and partially manipulated overhead imagery generated from a custom diffusion
model trained on two sets of different zoom levels and on two sources of
pristine data. We developed our model to support controllable generation of
multiple manipulation categories including fully synthetic imagery conditioned
on real and generated base maps, and location. We also support partial …
development evaluation forensic forensic tools generated synthetic tools zoom
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