commit 4a5b4255f2522ee1a19c7bb3fa0be027ca2300aa Author: ModelHub XC Date: Tue Jun 9 22:30:12 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: IDEA-Research/Rex-Omni Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f0cfcd3 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,53 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text + +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text + +model-00001-of-00002.safetensors filter=lfs diff=lfs merge=lfs -text +vocab.json filter=lfs diff=lfs merge=lfs -text +merges.txt filter=lfs diff=lfs merge=lfs -text +assets/teaser.png filter=lfs diff=lfs merge=lfs -text +model-00002-of-00002.safetensors filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..587ff4e --- /dev/null +++ b/LICENSE @@ -0,0 +1,51 @@ +IDEA License 1.0 + +This License Agreement (as may be amended in accordance with this License Agreement, “License”), between you, or your employer or other entity (if you are entering into this agreement on behalf of your employer or other entity) (“Licensee” or “you”) and the International Digital Economy Academy (“IDEA” or “we”) applies to your use of any computer program, algorithm, source code, object code, or software that is made available by IDEA under this License (“Software”) and any specifications, manuals, documentation, and other written information provided by IDEA related to the Software (“Documentation”). + +By downloading the Software or by using the Software, you agree to the terms of this License. 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Any suit or proceeding arising out of or relating to this License will be brought in the courts, as applicable, in Shenzhen, Guangdong, and each party irrevocably submits to the jurisdiction and venue of such courts. \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..0e566fb --- /dev/null +++ b/README.md @@ -0,0 +1,167 @@ +--- +base_model: +- Qwen/Qwen2.5-VL-3B-Instruct +language: +- en +pipeline_tag: image-text-to-text +tags: +- vision +- object-detection +- multimodal +- ocr +- keypoint-detection +- visual-prompting +- open-set-detection +- object-pointing +library_name: transformers +license: other +--- + +This model is **Rex-Omni**, a 3B-parameter Multimodal Large Language Model (MLLM) presented in the paper "[Detect Anything via Next Point Prediction](https://huggingface.co/papers/2510.12798)". It is compatible with the Hugging Face `transformers` library and is licensed under the [IDEA License 1.0](https://github.com/IDEA-Research/Rex-Omni/blob/main/LICENSE). + +
+ +
+ +

Detect Anything via Next Point Prediction

+ +
+ +

+ + RexThinker Website + + + RexThinker Paper on arXiv + + + RexThinker weight on Hugging Face + + + RexThinker Demo on Hugging Face + + + GitHub Code + +

+ +
+ +> Rex-Omni is a 3B-parameter Multimodal Large Language Model (MLLM) that redefines object detection and a wide range of other visual perception tasks as a simple next-token prediction problem. + +

+ + + +## 🚀 Quick Start + +### Installation + +```bash +conda create -n rexomni -m python=3.10 +pip install torch==2.6.0 torchvision==0.21.0 --index-url https://download.pytorch.org/whl/cu124 +git clone https://github.com/IDEA-Research/Rex-Omni.git +cd Rex-Omni +pip install -v -e . +``` + +## 2. Quick Start: Using Rex-Omni for Detection + +```python +from PIL import Image +from rex_omni import RexOmniWrapper, RexOmniVisualize + +# Initialize model +model = RexOmniWrapper( + model_path="IDEA-Research/Rex-Omni", + backend="transformers" # or "vllm" +) + +# Load image +image = Image.open("your_image.jpg") + +# Object Detection +results = model.inference( + images=image, + task="detection", + categories=["person", "car", "dog"] +) + +result = results[0] + +# 4) Visualize +vis = RexOmniVisualize( + image=image, + predictions=result["extracted_predictions"], + font_size=20, + draw_width=5, + show_labels=True, +) +vis.save("visualize.jpg") + +``` + +## 3. Tutorials + +We provide a series of tutorials to help you get started with Rex-Omni. +- [Detection Example](https://github.com/IDEA-Research/Rex-Omni/blob/master/tutorials/detection_example/_full_notebook.ipynb) +- [Pointing Example](https://github.com/IDEA-Research/Rex-Omni/blob/master/tutorials/pointing_example/_full_tutorial.ipynb) +- [OCR Example](https://github.com/IDEA-Research/Rex-Omni/blob/master/tutorials/ocr_example/_full_tutorial.ipynb) +- [Keypointing Example](https://github.com/IDEA-Research/Rex-Omni/blob/master/tutorials/keypointing_example/_full_tutorial.ipynb) +- [Visual Prompting Example](https://github.com/IDEA-Research/Rex-Omni/blob/master/tutorials/visual_prompting_example/_full_tutorial.ipynb) +- [Batch Inference Example](https://github.com/IDEA-Research/Rex-Omni/blob/master/tutorials/other_example/batch_inference.py) + + +## 📄 License + +Rex-Omni is licensed under the [IDEA License 1.0](LICENSE), Copyright (c) IDEA. All Rights Reserved. This model is based on Qwen, which is licensed under the [Qwen RESEARCH LICENSE AGREEMENT](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct/blob/main/LICENSE), Copyright (c) Alibaba Cloud. All Rights Reserved. + +## 🔗 Links + +- 🏠 [Homepage](https://rex-omni.github.io/) +- 🎮 [Demo](https://huggingface.co/spaces/Mountchicken/Rex-Omni) + +## 📧 Contact + +For questions and feedback, please contact us at: +- Email: jiangqing@idea.edu.cn +- GitHub Issues: [IDEA-Research/Rex-Omni](https://github.com/IDEA-Research/Rex-Omni/issues) + +## 7. Citation +Rex-Omni comes from a series of prior works. If you’re interested, you can take a look. + +- [RexThinker](https://arxiv.org/abs/2506.04034) +- [RexSeek](https://arxiv.org/abs/2503.08507) +- [ChatRex](https://arxiv.org/abs/2411.18363) +- [DINO-X](https://arxiv.org/abs/2411.14347) +- [Grounidng DINO 1.5](https://arxiv.org/abs/2405.10300) +- [T-Rex2](https://link.springer.com/chapter/10.1007/978-3-031-73414-4_3) +- [T-Rex](https://arxiv.org/abs/2311.13596) + + +```bibtex +@misc{jiang2025detectpointprediction, + title={Detect Anything via Next Point Prediction}, + author={Qing Jiang and Junan Huo and Xingyu Chen and Yuda Xiong and Zhaoyang Zeng and Yihao Chen and Tianhe Ren and Junzhi Yu and Lei Zhang}, + year={2025}, + eprint={2510.12798}, + archivePrefix={arXiv}, + primaryClass={cs.CV}, + url={https://arxiv.org/abs/2510.12798}, +} +``` \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..482ced4 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,24 @@ +{ + "": 151658, + 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--git a/chat_template.json b/chat_template.json new file mode 100644 index 0000000..13303be --- /dev/null +++ b/chat_template.json @@ -0,0 +1,3 @@ +{ + "chat_template": "{% set image_count = namespace(value=0) %}{% set video_count = namespace(value=0) %}{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n{% endif %}<|im_start|>{{ message['role'] }}\n{% if message['content'] is string %}{{ message['content'] }}<|im_end|>\n{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif 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query.\\n\\nYou are provided with function signatures within XML tags:\\n\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n\\n\\nFor each function call, return a json object with function name and arguments within XML tags:\\n\\n{\\\"name\\\": , \\\"arguments\\\": }\\n<|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n\\n' }}\n {{- message.content }}\n {{- '\\n' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n", + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_special_tokens": {}, + "model_max_length": 4096, + "pad_token": "<|endoftext|>", + "padding_side": "right", + "processor_class": "Qwen2_5_VLProcessor", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null, + "use_fast": false +} diff --git a/vocab.json b/vocab.json new file mode 100644 index 0000000..4e0f3ff --- /dev/null +++ b/vocab.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:87a257b04b17642a0688c98cd1df89c398bda4fee532d6f88b38a659ecb4ac8d +size 3383407