Add model card for Kiwi-Edit

README.md

@@ -0,0 +1,43 @@
+---
+library_name: diffusers
+pipeline_tag: image-to-video
+---
+
+# Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidance
+
+Kiwi-Edit is a versatile video editing framework built on an MLLM encoder and a video Diffusion Transformer (DiT). It supports:
+- **Instruction Video Editing**: Modify video content through text prompts.
+- **Reference Image Guidance**: Use a reference image to guide editing for higher visual fidelity and precise control.
+
+The model synergizes learnable queries and latent visual features for reference semantic guidance, achieving significant gains in instruction following and reference fidelity.
+
+- **Project Page:** [https://showlab.github.io/Kiwi-Edit/](https://showlab.github.io/Kiwi-Edit/)
+- **Paper:** [Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidance](https://huggingface.co/papers/2603.02175)
+- **Repository:** [https://github.com/showlab/Kiwi-Edit](https://github.com/showlab/Kiwi-Edit)
+
+## Usage
+
+To use Kiwi-Edit for inference, follow the installation instructions in the [official repository](https://github.com/showlab/Kiwi-Edit). You can run a quick test on a demo video using the following command:
+
+```bash
+python diffusers_demo.py \
+    --video_path ./demo_data/video/source/0005e4ad9f49814db1d3f2296b911abf.mp4 \
+    --prompt "Remove the monkey." \
+    --save_path output.mp4 --model_path linyq/kiwi-edit-5b-instruct-only-diffusers
+```
+
+## Citation
+
+If you use Kiwi-Edit in your research, please cite the following work:
+
+```bibtex
+@misc{kiwiedit,
+      title={Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidance}, 
+      author={Yiqi Lin and Guoqiang Liang and Ziyun Zeng and Zechen Bai and Yanzhe Chen and Mike Zheng Shou},
+      year={2026},
+      eprint={2603.02175},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2603.02175}, 
+}
+```