InternVL2_5-4B-MPO

A multimodal large language model demonstrating exceptional overall performance.

CommonProductImageMultimodalLarge Language Model

InternVL2.5-MPO is an advanced series of multimodal large language models built on InternVL2.5 and mixed preference optimization. This model integrates the incrementally pre-trained InternViT and various large language models such as InternLM 2.5 and Qwen 2.5, employing a randomly initialized MLP projector. It supports processing multiple images and video data, excelling in multimodal tasks by understanding and generating text related to images.

Supports processing and understanding of multiple images and video data.
Integration of incrementally pre-trained InternViT with multiple pre-trained language models.
Uses a randomly initialized MLP projector for model fusion.
Excels in various multimodal tasks
such as image description and image Q&A.
Provides detailed model architecture and key design features
including multimodal preference datasets and mixed preference optimization.
Supports loading and inference using the Transformers library.
Supports 16-bit and 8-bit quantization to optimize model performance and reduce memory usage.

The target audience includes researchers
developers
and enterprises
especially those who need to process and understand multimodal data such as images and text. This product is suitable for these users as it provides a powerful tool for handling complex visual and language tasks
and can be integrated into various applications such as image retrieval

Generate image descriptions using InternVL2_5-4B-MPO.
Utilize the model for automatic video content annotation and summarization.
Apply InternVL2_5-4B-MPO in multi-image question-answer tasks to provide accurate answers.

1. Install the necessary libraries
such as Transformers and Torch.
2. Load the InternVL2_5-4B-MPO model using AutoModel.from_pretrained.
3. Prepare input data
including images and text.

Visit

InternVL2_5-4B-MPO Visit Over Time

Monthly Visits

20899836

Bounce Rate

46.04%

Page per Visit

5.2

Visit Duration

00:04:57

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InternVL2_5-4B-MPO

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