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Author

Sudheer Gopinathan

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Conference Aug 2026

Semantic-Conditioned Forensic Consistency Model for Open-World Image Authenticity Verification

The recent upsurge in the development of sophisticated generative models has significantly improved the visual realism and semantic coherence of synthetic images, thus presenting a major challenge to the field of multimedia forensics. The conventional approaches often rely on either artifacts or high level semantic cue...

Venkata Satya Renuka Devi Bhamidipati, Srinivasa Rao Chanamallu, Sudheer Gopinathan · 0 citations
Open access Aug 2026

A Multi-Branch Transformer Based CrossAttention Framework for Computer-GeneratedImage Detection

A multi-branch model is proposed that integratestwo pre-trained Vision Transformer models to extract complementary global features, along with a forensic and a hand-crafted feature branch, which extract low-level discriminating cues that contribute in improving the robustness and performance of the model.

Venkata Satya Renuka Devi Bhamidipati, Srinivasa Rao Chanamallu, Sudheer Gopinathan · 0 citations

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