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README.md
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# π₯ News
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### βοΈ Instruction Editing
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> **Prompt:** *Apply the Impressionist aesthetic to this video, ensuring seamless temporal consistency across all frames. The result should emulate the fluid brushstroke techniques and atmospheric focus of 19th-century Impressionist art, with each frame retaining the original motion, character actions, and camera movements.*
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> **Prompt:** *Replace the tree with a golden-leaved tree that shimmers softly, ensuring it maintains the same position and pose within the video scene.*
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### πΌοΈ Instruction-Image Editing
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> **Prompt:** *Replace the green t-shirt of the man with the suit in the image.*
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> **Prompt:** *Replace the background with a Chinese ink painting, featuring a large golden mountain peak rising above swirling clouds, ensuring it appears in the same position and pose within the video scene.*
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### ποΈ Multi-Image-to-Video
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> **Prompt:** *The girl (@Image 2), wearing the denim jacket (@Image 3), black inner top, and black shorts, wearing sunglasses and carrying the handbag, walks down the street (@Image 1). Then, the girl (@Image 2) stops walking and turns her head to look to one side, followed by the girl (@Image 2) crossing her arms over her chest and striking a confident pose.*
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</table>
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> **Prompt:** *The man wearing a Polo shirt (@Image 2), black casual pants, white sneakers, sunglasses, and a watch, striding forward on the lawn (@Image 1) with one hand in his pocket.*
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---
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license: apache-2.0
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language:
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- en
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tags:
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- video-generation
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- video-editing
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- multi-modal
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- diffusion
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base_model:
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- Qwen/Qwen3-VL-8B-Instruct
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- Wan-AI/Wan2.2-TI2V-5B
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---
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<p align="center">
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<b style="font-size:1.8em;">LoomVideo: Unifying Multimodal Inputs into<br>Video Generation and Editing</b>
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</p>
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<p align="center">
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<b>Peking University · Alibaba Group</b>
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</p>
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<p align="center">
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<a href="TODO" target="_blank"><img src="https://img.shields.io/badge/Paper-b5212f.svg?logo=arxiv" height="22px"></a>
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<a href="https://github.com/MSALab-PKU/LoomVideo" target="_blank"><img src="https://img.shields.io/badge/GitHub-bb8a2e.svg?logo=github" height="22px"></a>
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<a href="https://msalab-pku.github.io/projects/LoomVideo/index.html" target="_blank"><img src="https://img.shields.io/badge/Project%20Page-333399.svg?logo=homepage" height="22px"></a>
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</p>
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# π₯ News
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### βοΈ Instruction Editing
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<p align="center">
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<img src="assets/results_1/edit_input.gif" height="180"/>
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<b> β </b>
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<img src="assets/results_1/edit_demo.gif" height="180"/>
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</p>
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> **Prompt:** *Apply the Impressionist aesthetic to this video, ensuring seamless temporal consistency across all frames. The result should emulate the fluid brushstroke techniques and atmospheric focus of 19th-century Impressionist art, with each frame retaining the original motion, character actions, and camera movements.*
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<p align="center">
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<img src="assets/results_2/edit_input.gif" height="180"/>
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<b> β </b>
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<img src="assets/results_2/edit_demo.gif" height="180"/>
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</p>
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> **Prompt:** *Replace the tree with a golden-leaved tree that shimmers softly, ensuring it maintains the same position and pose within the video scene.*
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### πΌοΈ Instruction-Image Editing
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<p align="center">
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<img src="assets/results_1/ref_edit_input.gif" height="180"/>
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<img src="assets/results_1/ref_edit_reference.jpg" height="100"/>
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<b> β </b>
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<img src="assets/results_1/ref_edit_demo.gif" height="180"/>
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</p>
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> **Prompt:** *Replace the green t-shirt of the man with the suit in the image.*
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<p align="center">
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<img src="assets/results_2/ref_edit_input.gif" height="180"/>
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<img src="assets/results_2/ref_edit_reference.jpg" height="100"/>
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<b> β </b>
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<img src="assets/results_2/ref_edit_demo.gif" height="180"/>
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</p>
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> **Prompt:** *Replace the background with a Chinese ink painting, featuring a large golden mountain peak rising above swirling clouds, ensuring it appears in the same position and pose within the video scene.*
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### ποΈ Multi-Image-to-Video
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<p align="center">
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<img src="assets/results_1/mi2v_input_1.jpg" height="140"/>
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<img src="assets/results_1/mi2v_input_2.jpg" height="140"/>
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<img src="assets/results_1/mi2v_input_3.jpg" height="140"/>
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<b> β </b>
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<img src="assets/results_1/mi2v_demo.gif" height="180"/>
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</p>
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> **Prompt:** *The girl (@Image 2), wearing the denim jacket (@Image 3), black inner top, and black shorts, wearing sunglasses and carrying the handbag, walks down the street (@Image 1). Then, the girl (@Image 2) stops walking and turns her head to look to one side, followed by the girl (@Image 2) crossing her arms over her chest and striking a confident pose.*
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<p align="center">
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<img src="assets/results_2/mi2v_input_1.jpg" height="140"/>
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<img src="assets/results_2/mi2v_input_2.jpg" height="140"/>
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<b> β </b>
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<img src="assets/results_2/mi2v_demo.gif" height="180"/>
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</p>
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> **Prompt:** *The man wearing a Polo shirt (@Image 2), black casual pants, white sneakers, sunglasses, and a watch, striding forward on the lawn (@Image 1) with one hand in his pocket.*
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