

Minicpm V 2.6
Overview :
MiniCPM-V 2.6 is a multimodal large language model based on 800 million parameters, demonstrating leading performance in single image understanding, multiple image understanding, and video comprehension across various domains. The model achieved an average score of 65.2 on multiple popular benchmarks such as OpenCompass, surpassing widely used proprietary models. It possesses robust OCR capabilities, supports multiple languages, and performs efficiently, enabling real-time video understanding on devices like the iPad.
Target Users :
Target audience includes researchers and developers seeking high-performance solutions in areas such as image and video understanding, multilingual processing, and OCR.
Use Cases
Researchers use MiniCPM-V 2.6 for image recognition and classification tasks.
Developers leverage the model for real-time video subtitle generation and content analysis.
Businesses adopt the model to optimize image and video processing capabilities in their products.
Features
Achieved top performance across eight popular benchmarks, including OpenCompass.
Supports multiple image understanding and contextual learning, showcasing advanced performance.
Handles video input, enabling dialogue and providing detailed subtitles.
Strong OCR capabilities, handling images up to 1.8 million pixels.
Based on the latest RLAIF-V and VisCPM technologies, demonstrating reliable behavior and low hallucination rates.
Efficient performance with significantly fewer generated tokens than most models, enhancing inference speed and reducing power consumption.
How to Use
Load the MiniCPM-V 2.6 model using the Hugging Face Transformers library.
Prepare the input data, which can be a single image, multiple images, or a video file.
Input questions or commands via the model's chat function and receive responses.
If processing a video, use the provided encode_video function for video encoding.
Utilize the model's multilingual capabilities for analyzing image or video content in different languages.
Fine-tune the model as needed to adapt it for specific application scenarios or tasks.
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