Research map / Image generation / Editing and style transfer
InstructPix2Pix: Learning To Follow Image Editing Instructions
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the full generated training dataset rather than a smaller dataset (ablation) | InstructPix2Pix · Image editing, especially larger edits | directional CLIP similarity | Helped |
| Use the full generated training dataset rather than a smaller dataset (ablation) | InstructPix2Pix · Image editing | CLIP image similarity | Mixed |
| Apply CLIP filtering to the generated image pairs (ablation) | InstructPix2Pix · Image editing | image consistency with input | Helped |
| Increase text guidance scale s_T (ablation) | InstructPix2Pix · Image editing | consistency with edit instruction | Helped |
| Increase image guidance scale s_I (ablation) | InstructPix2Pix · Image editing | consistency with input image | Helped |
| Use InstructPix2Pix instead of SDEdit at the same directional similarity | Image editing · Quantitative comparison with SDEdit | CLIP image similarity | Helped |
Closest papers by meaning
- Instruct-CLIP: Improving Instruction-Guided Image Editing with Automated Data Refinement Using Contrastive Learning (CVPR 2025 · similarity 0.92)
- InsightEdit: Towards Better Instruction Following for Image Editing (CVPR 2025 · similarity 0.91)
- Guiding Instruction-based Image Editing via Multimodal Large Language Models (ICLR 2024 · similarity 0.90)
- SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models (CVPR 2024 · similarity 0.90)
- PromptFix: You Prompt and We Fix the Photo (NeurIPS 2024 · similarity 0.90)
- Learning Action and Reasoning-Centric Image Editing from Videos and Simulation (NeurIPS 2024 · similarity 0.89)
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