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Qwen2 VL 2B
Qwen2-VL-2B
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Qwen2 VL 2B
AI ModelVideo Generation#Visual Language Model#Multimodal#Image Understanding#Video Understanding#Text Generation#Multilingual SupportStandard PicksOpen Source
Overview :
Qwen2-VL-2B is the latest iteration of the Qwen-VL model, representing nearly a year's worth of innovations. The model has achieved state-of-the-art performance on visual understanding benchmarks including MathVista, DocVQA, RealWorldQA, and MTVQA. It can comprehend over 20-minute videos, providing high-quality support for video-based question answering, dialogue, and content creation. Qwen2-VL also supports multiple languages, including most European languages, Japanese, Korean, Arabic, Vietnamese, in addition to English and Chinese. Model architecture updates include Naive Dynamic Resolution and Multimodal Rotary Position Embedding (M-ROPE), which enhance its multimodal processing capabilities.
Target Users :
The target audience for Qwen2-VL-2B includes researchers, developers, and enterprise users, particularly those working in fields that require visual language understanding and text generation. Due to its multilingual and multimodal processing capabilities, it is well-suited for global enterprises and scenarios that involve handling multiple languages and image data.
Total Visits： 29.7M
Top Region： US(17.94%)
Website Views ： 48.0K
Use Cases
- Use Qwen2-VL-2B for visual question answering in documents to improve information retrieval efficiency.
- Integrate Qwen2-VL-2B into robots to enable task execution based on visual contexts and instructions.
- Utilize Qwen2-VL-2B for automatic subtitle generation and content summarization in videos.
Features
- Supports understanding images of different resolutions and aspect ratios: Qwen2-VL has achieved state-of-the-art performance on visual understanding benchmarks.
- Comprehends videos longer than 20 minutes: Qwen2-VL is suitable for video question answering and content creation.
- Multilingual support: In addition to English and Chinese, it supports textual understanding in various languages.
- Integration into mobile devices and robots: Qwen2-VL can be incorporated into devices for automatic operations based on visual contexts and textual commands.
- Dynamic resolution handling: The model can process images of any resolution, offering a more human-like visual processing experience.
- Multimodal Rotary Position Embedding (M-ROPE): Enhances the model's ability to handle 1D text, 2D visuals, and 3D video positional information.
How to Use
1. Install the Hugging Face Transformers library: Run `pip install -U transformers` in the command line.
2. Load the model: Use the `Qwen2-VL-2B` model from the transformers library.
3. Data preprocessing: Convert the input image and text data into a format acceptable by the model.
4. Model inference: Input the preprocessed data into the model for inference and prediction.
5. Result interpretation: Parse the model output to obtain the desired visual question-answering results or other related outputs.
6. Application integration: Integrate the model into applications for automated operations or content creation based on actual needs.
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