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license: apache-2.0
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license: apache-2.0
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---
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# VIE-Bench Dataset
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We introduce VIE-Bench (Video Instruction-Based Editing Benchmark), proposed in [Instruct-X](https://github.com/MC-E/InstructX/), which comprises 140 high-quality instances across eight editing categories, covering both reference-free and reference-based video edits.
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| Edit Task | Sub Edit Task | Number |
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|:---------------------|:---------------------------:|------:|
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| Total | | 140 |
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| Local Edit | Object Swap | 25 |
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| | Color Change | 10 |
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| | Add | 30 |
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| | Remove | 30 |
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| Global Edit | Style Change | 10 |
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| | Tone / Weather Change | 5 |
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| Hybrid Edit | - | 10 |
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| Reference Base Edit | Reference Base Swap | 10 |
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| | Reference Base Add | 10 |
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# InstructX
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**[InstructX: Towards Unified Visual Editing with MLLM Guidance](https://arxiv.org/pdf/2510.08485)**
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> [Chong Mou](https://scholar.google.com/citations?user=SYQoDk0AAAAJ&hl=zh-CN), [Qichao Sun](https://huggingface.co/Simons212), [Yanze Wu](https://scholar.google.com/citations?user=FdHiVvkAAAAJ&hl=zh-CN)<sup>†</sup><sup>‡</sup>, [Pengze Zhang](https://openreview.net/profile?id=%7EPengze_Zhang1), [Xinghui Li](https://crayon-shinchan.github.io/xinghui99.github.io/), [Fulong Ye](https://scholar.google.com/citations?user=-BbQ5VgAAAAJ&hl=zh-CN), [Songtao Zhao](https://openreview.net/profile?id=~Songtao_Zhao1)<sup>‡</sup>, [Qian He](https://scholar.google.com/citations?user=9rWWCgUAAAAJ)<br>
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> <sup>†</sup> Corresponding author, <sup>‡</sup> Project lead;
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> Intelligent Creation Lab, Bytedance
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<p align="center">
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<a href="https://mc-e.github.io/project/InstructX/">🌐 Project Page</a> |
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<a href="https://arxiv.org/pdf/2510.08485">📜 Arxiv</a> |
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<a href="">🤗 Benchmark</a> |
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</p>
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### :triangular_flag_on_post: Updates
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* **2025.10.10**: Release InstructX tech report.
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https://github.com/user-attachments/assets/06030093-53f2-4c75-a7e8-ac6cc8455870
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