https://github.com/kk42yy/FIA-Edit
https://github.com/kk42yy/FIA-Edit
Last synced: about 2 months ago
JSON representation
- Host: GitHub
- URL: https://github.com/kk42yy/FIA-Edit
- Owner: kk42yy
- License: apache-2.0
- Created: 2025-11-11T02:30:29.000Z (2 months ago)
- Default Branch: main
- Last Pushed: 2025-11-23T08:00:03.000Z (about 2 months ago)
- Last Synced: 2025-11-23T10:04:22.079Z (about 2 months ago)
- Language: Python
- Size: 173 KB
- Stars: 2
- Watchers: 0
- Forks: 0
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- awesome-diffusion-categorized - [Code
README
# FIA-Edit
[AAAI 2026] FIA-Edit: Frequency-Interactive Attention for Efficient and High-Fidelity Inversion-Free Text-Guided Image Editing
## 🚀 Getting Started
### Environment
```shell
conda create -n FSI-Edit python=3.12 -y
conda activate FSI-Edit
conda install conda install pytorch==2.2.0 torchvision==0.17.0 torchaudio==2.2.0 pytorch-cuda=11.8 -c pytorch -c nvidia
pip install -r requirements.txt
```
### Benchmark Download ⬇️
Please refer to [PIE-Bench](https://github.com/cure-lab/PnPInversion#benchmark-download).
## Running Scripts
### Inference
**Run PIE-Bench**
```shell
source Infer.sh
```
**Run Single Image**
```shell
python run_FIA-Edit.py
```
### Evaluation
```shell
source Evaluate.sh
```
### Comparison Results
FlowEdit and Our results are [here](https://huggingface.co/datasets/kk42yy/FIA-Edit), the rest of our comparision results can be found [FSI-Edit](https://huggingface.co/datasets/kk42yy/FSI-Edit) and [PnP Inversion](https://github.com/cure-lab/DirectInversion).
## 🤝🏼 Cite Us
```
@article{yang2025fia,
title={FIA-Edit: Frequency-Interactive Attention for Efficient and High-Fidelity Inversion-Free Text-Guided Image Editing},
author={Yang, Kaixiang and Shen, Boyang and Li, Xin and Dai, Yuchen and Luo, Yuxuan and Ma, Yueran and Fang, Wei and Li, Qiang and Wang, Zhiwei},
journal={arXiv preprint arXiv:2511.12151},
year={2025}
}
```
## 💖 Acknowledgement
- [PnP Inversion](https://github.com/cure-lab/DirectInversion)
- [FlowEdit](https://github.com/fallenshock/FlowEdit)
- [Plug-and-Play](https://github.com/MichalGeyer/plug-and-play)
- [FlexiEdit](https://github.com/kookie12/FlexiEdit)
- [FreeDiff](https://github.com/thermal-dynamics/freediff)
- [FSI-Edit](https://github.com/kk42yy/FSI-Edit)