

Internvl2 5 26B
Overview :
InternVL2_5-26B is an advanced multimodal large language model (MLLM) developed based on InternVL 2.0. It has been further enhanced through significant training and testing strategies, as well as improvements in data quality. The model retains the core architecture of its predecessor, the 'ViT-MLP-LLM', while integrating the newly pre-trained InternViT along with various pre-trained large language models (LLMs) such as InternLM 2.5 and Qwen 2.5, utilizing randomly initialized MLP projectors. The InternVL 2.5 series models demonstrate exceptional performance in multimodal tasks, particularly in visual perception and multimodal capabilities.
Target Users :
The target audience includes researchers, developers, and businesses, particularly those requiring integration of visual and linguistic information in multimodal tasks to enhance performance. InternVL2_5-26B, with its advanced model architecture and robust multimodal processing capabilities, is well-suited for complex applications involving image recognition, video understanding, and multilingual interactions.
Use Cases
Use InternVL2_5-26B for image description and understanding to improve the accuracy of image retrieval systems.
Apply InternVL2_5-26B in video content analysis for automated content labeling and classification.
Utilize InternVL2_5-26B for multilingual image tagging to enhance cross-linguistic image recognition capabilities.
Features
? Model architecture: Adheres to the 'ViT-MLP-LLM' paradigm, integrating visual transformers and language models.
? Training strategy: Includes dynamic high-resolution training methods and staged training to enhance the model's visual perception and multimodal capabilities.
? Multimodal understanding: Supports image, video, and multilingual data, providing comprehensive multimodal and hallucination assessments.
? Data organization: Controls the organization of training data through key parameters, optimizing data balance and distribution.
? Quick start: Provides sample code for users to quickly run the model using the transformers library.
? Fine-tuning and deployment: Supports model fine-tuning and deployment, simplifying the deployment process with the LMDeploy toolkit.
? Multi-turn dialogue: Supports image and video-based multi-turn dialogue to enhance interactive experiences.
How to Use
1. Install the transformers library: Ensure the transformers library is installed, with a version greater than or equal to 4.37.2.
2. Load the model: Use the AutoModel.from_pretrained method to load the InternVL2_5-26B model.
3. Data preprocessing: Perform necessary preprocessing on the input image or video data, including resizing and normalization.
4. Model inference: Input the preprocessed data into the model to obtain results.
5. Result analysis: Analyze the model outputs for application in specific business scenarios.
6. Fine-tune the model: If necessary, fine-tune the model on specific datasets to meet particular application requirements.
7. Deploy the model: Use the LMDeploy toolkit to deploy the model as a service, providing an API interface for other applications to call.
Featured AI Tools

Gemini
Gemini is the latest generation of AI system developed by Google DeepMind. It excels in multimodal reasoning, enabling seamless interaction between text, images, videos, audio, and code. Gemini surpasses previous models in language understanding, reasoning, mathematics, programming, and other fields, becoming one of the most powerful AI systems to date. It comes in three different scales to meet various needs from edge computing to cloud computing. Gemini can be widely applied in creative design, writing assistance, question answering, code generation, and more.
AI Model
11.4M
Chinese Picks

Liblibai
LiblibAI is a leading Chinese AI creative platform offering powerful AI creative tools to help creators bring their imagination to life. The platform provides a vast library of free AI creative models, allowing users to search and utilize these models for image, text, and audio creations. Users can also train their own AI models on the platform. Focused on the diverse needs of creators, LiblibAI is committed to creating inclusive conditions and serving the creative industry, ensuring that everyone can enjoy the joy of creation.
AI Model
6.9M