Author

Chiranjeev Chiranjeev

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Preprint Sep 2026

Semantically Aligned Gradient-Driven Context-Preserving Image Editing

IAB edited achieves state-of-the-art instruction adherence performance on RealEdit and EMU Edit benchmarks based on embedding-based metrics and shows that gradient-aligned VLM distillation holds up under real-world-like surveillance and occlusion conditions.

Chiranjeev Chiranjeev, Muskan Dosi, M. Vatsa et al. · 0 citations