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  "@id": "https://aggr.aymericbeaumet.com/items/qwen-ai/2025-12-23-qwen-image-edit-2511-improve-consistency/#webpage",
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  "articleBody": "![](https://qianwen-res.oss-accelerate-overseas.aliyuncs.com/Qwen-Image/edit2511/edit2511big.JPG#center)\n\n[QWEN CHAT](https://chat.qwen.ai/?inputFeature=image_edit) [GITHUB](https://github.com/QwenLM/Qwen-Image) [HUGGING FACE](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) [MODELSCOPE](https://modelscope.cn/models/Qwen/Qwen-Image-Edit-2511) [DISCORD](https://discord.gg/yPEP2vHTu4)\n\nWe are excited to introduce Qwen-Image-Edit-2511, an enhanced version over Qwen-Image-Edit-2509, featuring multiple improvements—including notably better consistency. To try out the latest model, please visit [Qwen Chat](https://chat.qwen.ai/?inputFeature=image_edit) and select the Image Editing feature. Note that the online version includes certain optimizations for speed; for the best possible performance, we recommend deploying the model locally via [ModelScope](https://modelscope.cn/models/Qwen/Qwen-Image-Edit-2511).\n\nKey enhancements in Qwen-Image-Edit-2511 include: mitigate image drift, improved character consistency，integrated LoRA capabilities， enhanced industrial design generation, and strengthened geometric reasoning ability.\n\n## Showcase Examples\n\n**Qwen-Image-Edit-2511 Enhances Character Consistency** In Qwen-Image-Edit-2511, character consistency has been significantly improved. The model can perform imaginative edits based on an input portrait while preserving the identity and visual characteristics of the subject.\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%871.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%872.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%873.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%874.JPG#center%20)\n\n**Improved Multi-Person Consistency** While Qwen-Image-Edit-2509 already improved consistency for single-subject editing, Qwen-Image-Edit-2511 further enhances consistency in multi-person group photos—enabling high-fidelity fusion of two separate person images into a coherent group shot:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%875.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%876.JPG#center%20)\n\n**Built-in Support for Community-Created LoRAs** Since Qwen-Image-Edit’s release, the community has developed many creative and high-quality LoRAs—greatly expanding its expressive potential. Qwen-Image-Edit-2511 integrates selected popular LoRAs directly into the base model, unlocking their effects without extra tuning.\n\nFor example, Lighting Enhancement LoRA Realistic lighting control is now achievable out-of-the-box:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%877.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%878.JPG#center%20)\n\nAnother example, generating new viewpoints can now be done directly with the base model:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%879.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8710.JPG#center%20)\n\n**Industrial Design Applications**\n\nWe’ve paid special attention to practical engineering scenarios—for instance, batch industrial product design:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8711.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8712.JPG#center%20)\n\n…and material replacement for industrial components:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8713.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8714.JPG#center%20)\n\n**Enhanced Geometric Reasoning** Qwen-Image-Edit-2511 introduces stronger geometric reasoning capability—e.g., directly generating auxiliary construction lines for design or annotation purposes:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8715.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8716.JPG#center%20)\n\nThat wraps up the major updates in Qwen-Image-Edit-2511. Enjoy exploring the new capabilities! 🎉\n\n## Citation\n\nIf you find our model useful in your research, please consider citing us 📝 :)\n\n```bibtex\n@misc{wu2025qwenimagetechnicalreport,\n      title={Qwen-Image Technical Report}, \n      author={Chenfei Wu and Jiahao Li and Jingren Zhou and Junyang Lin and Kaiyuan Gao and Kun Yan and Sheng-ming Yin and Shuai Bai and Xiao Xu and Yilei Chen and Yuxiang Chen and Zecheng Tang and Zekai Zhang and Zhengyi Wang and An Yang and Bowen Yu and Chen Cheng and Dayiheng Liu and Deqing Li and Hang Zhang and Hao Meng and Hu Wei and Jingyuan Ni and Kai Chen and Kuan Cao and Liang Peng and Lin Qu and Minggang Wu and Peng Wang and Shuting Yu and Tingkun Wen and Wensen Feng and Xiaoxiao Xu and Yi Wang and Yichang Zhang and Yongqiang Zhu and Yujia Wu and Yuxuan Cai and Zenan Liu},\n      year={2025},\n      eprint={2508.02324},\n      archivePrefix={arXiv},\n      primaryClass={cs.CV},\n      url={https://arxiv.org/abs/2508.02324}, \n}\n```\n",
  "authors": [
    "QwenTeam"
  ],
  "captured_at": "2026-10-18T23:27:08.867657739+00:00",
  "category": "ai",
  "content_html": "<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-accelerate-overseas.aliyuncs.com/Qwen-Image/edit2511/edit2511big.JPG#center\" alt=\"\" loading=\"eager\" decoding=\"async\" fetchpriority=\"high\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://chat.qwen.ai/?inputFeature=image_edit\">QWEN CHAT</a> <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://github.com/QwenLM/Qwen-Image\">GITHUB</a> <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://huggingface.co/Qwen/Qwen-Image-Edit-2511\">HUGGING FACE</a> <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://modelscope.cn/models/Qwen/Qwen-Image-Edit-2511\">MODELSCOPE</a> <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://discord.gg/yPEP2vHTu4\">DISCORD</a></p>\n<p>We are excited to introduce Qwen-Image-Edit-2511, an enhanced version over Qwen-Image-Edit-2509, featuring multiple improvements—including notably better consistency. To try out the latest model, please visit <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://chat.qwen.ai/?inputFeature=image_edit\">Qwen Chat</a> and select the Image Editing feature. Note that the online version includes certain optimizations for speed; for the best possible performance, we recommend deploying the model locally via <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https://modelscope.cn/models/Qwen/Qwen-Image-Edit-2511\">ModelScope</a>.</p>\n<p>Key enhancements in Qwen-Image-Edit-2511 include: mitigate image drift, improved character consistency，integrated LoRA capabilities， enhanced industrial design generation, and strengthened geometric reasoning ability.</p>\n<h2>Showcase Examples</h2>\n<p><strong>Qwen-Image-Edit-2511 Enhances Character Consistency</strong> In Qwen-Image-Edit-2511, character consistency has been significantly improved. The model can perform imaginative edits based on an input portrait while preserving the identity and visual characteristics of the subject.</p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%871.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%872.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%873.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%874.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><strong>Improved Multi-Person Consistency</strong> While Qwen-Image-Edit-2509 already improved consistency for single-subject editing, Qwen-Image-Edit-2511 further enhances consistency in multi-person group photos—enabling high-fidelity fusion of two separate person images into a coherent group shot:</p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%875.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%876.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><strong>Built-in Support for Community-Created LoRAs</strong> Since Qwen-Image-Edit’s release, the community has developed many creative and high-quality LoRAs—greatly expanding its expressive potential. Qwen-Image-Edit-2511 integrates selected popular LoRAs directly into the base model, unlocking their effects without extra tuning.</p>\n<p>For example, Lighting Enhancement LoRA Realistic lighting control is now achievable out-of-the-box:</p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%877.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%878.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p>Another example, generating new viewpoints can now be done directly with the base model:</p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%879.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8710.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><strong>Industrial Design Applications</strong></p>\n<p>We’ve paid special attention to practical engineering scenarios—for instance, batch industrial product design:</p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8711.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8712.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p>…and material replacement for industrial components:</p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8713.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8714.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><strong>Enhanced Geometric Reasoning</strong> Qwen-Image-Edit-2511 introduces stronger geometric reasoning capability—e.g., directly generating auxiliary construction lines for design or annotation purposes:</p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8715.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p><picture class=\"article-picture article-picture-fallback\" style=\"--image-ratio:16 / 9\"><img src=\"https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8716.JPG#center%20\" alt=\"\" loading=\"lazy\" decoding=\"async\" fetchpriority=\"low\" referrerpolicy=\"no-referrer\" class=\"progressive-image\"></picture></p>\n<p>That wraps up the major updates in Qwen-Image-Edit-2511. Enjoy exploring the new capabilities! 🎉</p>\n<h2>Citation</h2>\n<p>If you find our model useful in your research, please consider citing us 📝 :)</p>\n<pre><code class=\"language-bibtex\"><span class=\"code-snippet\" data-language=\"Bibtex\"><span class=\"syntax-text syntax-bibtex\"><span class=\"syntax-meta syntax-entry syntax-braces syntax-bibtex\"><span class=\"syntax-keyword syntax-other syntax-entry-type syntax-bibtex\"><span class=\"syntax-punctuation syntax-definition syntax-keyword syntax-bibtex\">@</span>misc</span><span class=\"syntax-punctuation syntax-section syntax-entry syntax-begin syntax-bibtex\">{</span><span class=\"syntax-entity syntax-name syntax-type syntax-entry-key syntax-bibtex\">wu2025qwenimagetechnicalreport</span>,\n      <span class=\"syntax-meta syntax-key-assignment syntax-bibtex\"><span class=\"syntax-string syntax-unquoted syntax-key syntax-bibtex\">title</span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-bibtex\">=</span><span class=\"syntax-string syntax-quoted syntax-other syntax-braces syntax-bibtex\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-bibtex\">{</span>Qwen-Image Technical Report<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-bibtex\">}</span></span></span>, \n      <span class=\"syntax-meta syntax-key-assignment syntax-bibtex\"><span class=\"syntax-string syntax-unquoted syntax-key syntax-bibtex\">author</span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-bibtex\">=</span><span class=\"syntax-string syntax-quoted syntax-other syntax-braces syntax-bibtex\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-bibtex\">{</span>Chenfei Wu and Jiahao Li and Jingren Zhou and Junyang Lin and Kaiyuan Gao and Kun Yan and Sheng-ming Yin and Shuai Bai and Xiao Xu and Yilei Chen and Yuxiang Chen and Zecheng Tang and Zekai Zhang and Zhengyi Wang and An Yang and Bowen Yu and Chen Cheng and Dayiheng Liu and Deqing Li and Hang Zhang and Hao Meng and Hu Wei and Jingyuan Ni and Kai Chen and Kuan Cao and Liang Peng and Lin Qu and Minggang Wu and Peng Wang and Shuting Yu and Tingkun Wen and Wensen Feng and Xiaoxiao Xu and Yi Wang and Yichang Zhang and Yongqiang Zhu and Yujia Wu and Yuxuan Cai and Zenan Liu<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-bibtex\">}</span></span></span>,\n      <span class=\"syntax-meta syntax-key-assignment syntax-bibtex\"><span class=\"syntax-string syntax-unquoted syntax-key syntax-bibtex\">year</span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-bibtex\">=</span><span class=\"syntax-string syntax-quoted syntax-other syntax-braces syntax-bibtex\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-bibtex\">{</span>2025<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-bibtex\">}</span></span></span>,\n      <span class=\"syntax-meta syntax-key-assignment syntax-bibtex\"><span class=\"syntax-string syntax-unquoted syntax-key syntax-bibtex\">eprint</span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-bibtex\">=</span><span class=\"syntax-string syntax-quoted syntax-other syntax-braces syntax-bibtex\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-bibtex\">{</span>2508.02324<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-bibtex\">}</span></span></span>,\n      <span class=\"syntax-meta syntax-key-assignment syntax-bibtex\"><span class=\"syntax-string syntax-unquoted syntax-key syntax-bibtex\">archivePrefix</span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-bibtex\">=</span><span class=\"syntax-string syntax-quoted syntax-other syntax-braces syntax-bibtex\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-bibtex\">{</span>arXiv<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-bibtex\">}</span></span></span>,\n      <span class=\"syntax-meta syntax-key-assignment syntax-bibtex\"><span class=\"syntax-string syntax-unquoted syntax-key syntax-bibtex\">primaryClass</span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-bibtex\">=</span><span class=\"syntax-string syntax-quoted syntax-other syntax-braces syntax-bibtex\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-bibtex\">{</span>cs.CV<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-bibtex\">}</span></span></span>,\n      <span class=\"syntax-meta syntax-key-assignment syntax-bibtex\"><span class=\"syntax-string syntax-unquoted syntax-key syntax-bibtex\">url</span><span class=\"syntax-punctuation syntax-separator syntax-key-value syntax-bibtex\">=</span><span class=\"syntax-string syntax-quoted syntax-other syntax-braces syntax-bibtex\"><span class=\"syntax-punctuation syntax-definition syntax-string syntax-begin syntax-bibtex\">{</span>https://arxiv.org/abs/2508.02324<span class=\"syntax-punctuation syntax-definition syntax-string syntax-end syntax-bibtex\">}</span></span></span>, \n<span class=\"syntax-punctuation syntax-section syntax-entry syntax-end syntax-bibtex\">}</span></span>\n</span></span></code></pre>\n",
  "content_markdown": "![](https://qianwen-res.oss-accelerate-overseas.aliyuncs.com/Qwen-Image/edit2511/edit2511big.JPG#center)\n\n[QWEN CHAT](https://chat.qwen.ai/?inputFeature=image_edit) [GITHUB](https://github.com/QwenLM/Qwen-Image) [HUGGING FACE](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) [MODELSCOPE](https://modelscope.cn/models/Qwen/Qwen-Image-Edit-2511) [DISCORD](https://discord.gg/yPEP2vHTu4)\n\nWe are excited to introduce Qwen-Image-Edit-2511, an enhanced version over Qwen-Image-Edit-2509, featuring multiple improvements—including notably better consistency. To try out the latest model, please visit [Qwen Chat](https://chat.qwen.ai/?inputFeature=image_edit) and select the Image Editing feature. Note that the online version includes certain optimizations for speed; for the best possible performance, we recommend deploying the model locally via [ModelScope](https://modelscope.cn/models/Qwen/Qwen-Image-Edit-2511).\n\nKey enhancements in Qwen-Image-Edit-2511 include: mitigate image drift, improved character consistency，integrated LoRA capabilities， enhanced industrial design generation, and strengthened geometric reasoning ability.\n\n## Showcase Examples\n\n**Qwen-Image-Edit-2511 Enhances Character Consistency** In Qwen-Image-Edit-2511, character consistency has been significantly improved. The model can perform imaginative edits based on an input portrait while preserving the identity and visual characteristics of the subject.\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%871.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%872.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%873.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%874.JPG#center%20)\n\n**Improved Multi-Person Consistency** While Qwen-Image-Edit-2509 already improved consistency for single-subject editing, Qwen-Image-Edit-2511 further enhances consistency in multi-person group photos—enabling high-fidelity fusion of two separate person images into a coherent group shot:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%875.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%876.JPG#center%20)\n\n**Built-in Support for Community-Created LoRAs** Since Qwen-Image-Edit’s release, the community has developed many creative and high-quality LoRAs—greatly expanding its expressive potential. Qwen-Image-Edit-2511 integrates selected popular LoRAs directly into the base model, unlocking their effects without extra tuning.\n\nFor example, Lighting Enhancement LoRA Realistic lighting control is now achievable out-of-the-box:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%877.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%878.JPG#center%20)\n\nAnother example, generating new viewpoints can now be done directly with the base model:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%879.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8710.JPG#center%20)\n\n**Industrial Design Applications**\n\nWe’ve paid special attention to practical engineering scenarios—for instance, batch industrial product design:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8711.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8712.JPG#center%20)\n\n…and material replacement for industrial components:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8713.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8714.JPG#center%20)\n\n**Enhanced Geometric Reasoning** Qwen-Image-Edit-2511 introduces stronger geometric reasoning capability—e.g., directly generating auxiliary construction lines for design or annotation purposes:\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8715.JPG#center%20)\n\n![](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit2511/%E5%B9%BB%E7%81%AF%E7%89%8716.JPG#center%20)\n\nThat wraps up the major updates in Qwen-Image-Edit-2511. Enjoy exploring the new capabilities! 🎉\n\n## Citation\n\nIf you find our model useful in your research, please consider citing us 📝 :)\n\n```bibtex\n@misc{wu2025qwenimagetechnicalreport,\n      title={Qwen-Image Technical Report}, \n      author={Chenfei Wu and Jiahao Li and Jingren Zhou and Junyang Lin and Kaiyuan Gao and Kun Yan and Sheng-ming Yin and Shuai Bai and Xiao Xu and Yilei Chen and Yuxiang Chen and Zecheng Tang and Zekai Zhang and Zhengyi Wang and An Yang and Bowen Yu and Chen Cheng and Dayiheng Liu and Deqing Li and Hang Zhang and Hao Meng and Hu Wei and Jingyuan Ni and Kai Chen and Kuan Cao and Liang Peng and Lin Qu and Minggang Wu and Peng Wang and Shuting Yu and Tingkun Wen and Wensen Feng and Xiaoxiao Xu and Yi Wang and Yichang Zhang and Yongqiang Zhu and Yujia Wu and Yuxuan Cai and Zenan Liu},\n      year={2025},\n      eprint={2508.02324},\n      archivePrefix={arXiv},\n      primaryClass={cs.CV},\n      url={https://arxiv.org/abs/2508.02324}, \n}\n```\n",
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