English

Hands-off Image Editing: Language-guided Editing without any Task-specific Labeling, Masking or even Training

Computation and Language 2025-03-05 v1 Computer Vision and Pattern Recognition

Abstract

Instruction-guided image editing consists in taking an image and an instruction and deliverring that image altered according to that instruction. State-of-the-art approaches to this task suffer from the typical scaling up and domain adaptation hindrances related to supervision as they eventually resort to some kind of task-specific labelling, masking or training. We propose a novel approach that does without any such task-specific supervision and offers thus a better potential for improvement. Its assessment demonstrates that it is highly effective, achieving very competitive performance.

Keywords

Cite

@article{arxiv.2502.10064,
  title  = {Hands-off Image Editing: Language-guided Editing without any Task-specific Labeling, Masking or even Training},
  author = {Rodrigo Santos and António Branco and João Silva and João Rodrigues},
  journal= {arXiv preprint arXiv:2502.10064},
  year   = {2025}
}

Comments

Published in COLING 2025

R2 v1 2026-06-28T21:44:17.153Z