VibeEdit: Image Editing with Canvas Instructions
VibeEdit edits images from on-canvas marks, beating FireRed 79.9 to 67.4 on a 419-case benchmark.
VibeEdit lets users mark regions and optional notes directly on an image to add, remove, replace, modify, or move objects without a separate text prompt. The model adapts Qwen-Image-Edit with layer-decoupled conditioning and is trained on 1.55 million edit pairs using region-weighted fine-tuning and rubric-guided reinforcement learning. On a 419-case benchmark of similar objects, it scores 79.9 on a VLM rubric and 32.8 dB outside-region PSNR, versus 67.4 and 24.0 dB for FireRed.
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