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School of Computer Science and Technology, Xinjiang University
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Reliable 3D geometry can dramatically enhance image manipulation detection, outperforming traditional 2D cues even in well-blended scenarios.
By framing image manipulation localization as a courtroom trial between manipulated and authentic evidence, this work achieves state-of-the-art performance, even when manipulation traces are subtle.
LLMs that ace math and physics still struggle with general reasoning, achieving only 63% accuracy on a new K-12 level benchmark.
