DeepSeek-VL: Advancing Vision-Language Understanding

DeepSeek-VL is an open-source Vision-Language (VL) model developed to enhance real-world applications that require the integration of visual and textual information. This cutting-edge model is designed to process a variety of complex scenarios, including logical diagrams, web pages, formula recognition, scientific literature, natural images, and embodied intelligence in intricate environments.

Configurations and Accessibility

DeepSeek-VL is available in different configurations, notably the 1.3 billion and 7 billion parameter versions. Each configuration offers both base and chat variants to cater to diverse application needs. These models are accessible to both academic and commercial communities, promoting widespread research and development in vision-language understanding. By making these models available to a broad audience, DeepSeek encourages advancements in AI-driven visual-textual integration across multiple domains.

Introducing DeepSeek-VL2

In December 2024, DeepSeek introduced DeepSeek-VL2, an advanced series of large Mixture-of-Experts (MoE) Vision-Language Models that significantly improve upon the original DeepSeek-VL. This new generation of models exhibits superior capabilities across a wide range of tasks, including:

• Visual Question Answering


• Optical Character Recognition (OCR)


• Document, Table, and Chart Understanding


• Visual Grounding

DeepSeek-VL2 comes in three variants:

• DeepSeek-VL2-Tiny (1.0B activated parameters)


• DeepSeek-VL2-Small (2.8B activated parameters)


• DeepSeek-VL2 (4.5B activated parameters)

These models achieve competitive or state-of-the-art performance with similar or fewer activated parameters compared to existing open-source dense and MoE-based models. This efficiency enables enhanced performance while maintaining lower computational demands, making DeepSeek-VL2 a compelling choice for various real-world applications.

Exploring DeepSeek-VL Capabilities

For those interested in testing DeepSeek-VL firsthand, a demo of the DeepSeek-VL-7B model is available on Hugging Face. This allows researchers, developers, and AI enthusiasts to explore the potential of DeepSeek-VL and leverage its capabilities for their specific use cases.

Pushing the Boundaries of Vision-Language Integration

The development of DeepSeek-VL and its successors underscores the rapid advancements in vision-language understanding. By offering robust tools for applications that require the seamless integration of visual and textual data, DeepSeek-VL is paving the way for future innovations in artificial intelligence. Whether applied in academia, industry, or research, DeepSeek-VL and its enhanced iterations are setting new benchmarks in the AI landscape.

DeepSeek-VL APK: Advanced AI Assistance on the Go

DeepSeek offers an AI Assistant application for Android devices, providing users with cutting-edge AI capabilities anytime, anywhere. Powered by the robust DeepSeek-V3 model, which boasts over 600 billion parameters, this application delivers efficient and comprehensive AI-driven assistance.

Latest Version and Features

The most recent version, DeepSeek - AI Assistant 1.0.8, was released on January 28, 2025. This update brings significant enhancements, including:

• Optimized math formula displays for improved readability and accuracy.
• Bug fixes and performance improvements ensuring a seamless user experience.

Downloading DeepSeek-VL APK

Users can download the latest DeepSeek-VL APK from reputable sources such as APKMirror. It is crucial to obtain the APK from trusted platforms to ensure security and maintain device integrity.

More Information

For additional details about DeepSeek and its AI-driven solutions, users can visit the official DeepSeek website. This platform provides insights into DeepSeek's latest advancements and future updates.

Security Reminder

Before downloading and installing the DeepSeek-VL APK, ensure that your device meets the necessary requirements. Always download applications from trusted sources to safeguard your device and data against security threats. DeepSeek-VL continues to push the boundaries of AI-powered mobile assistance, making sophisticated AI technology accessible and efficient for all users.

DeepSeek VL Download

DeepSeek-VL is an open-source Vision-Language (VL) model designed to integrate visual and textual information for real-world applications. It supports complex scenarios such as logical diagrams, web pages, formula recognition, scientific literature, natural images, and embodied intelligence in intricate environments.

How to Download DeepSeek-VL

1. GitHub Repository

The official DeepSeek-VL repository on GitHub provides access to the model's source code, documentation, and release versions. Users can clone the repository and follow setup instructions.

• GitHub Repository: DeepSeek-VL on GitHub

2. Hugging Face Model Collection

DeepSeek-VL is also available on Hugging Face, a platform for sharing machine learning models. Here, users can download pre-trained models and explore their capabilities.

• Hugging Face Collection: DeepSeek-VL on Hugging Face

3. Official Website

For more information on DeepSeek-VL, including additional resources and updates, users can visit the official DeepSeek website.

• Official Website: DeepSeek

Installation and Setup

To start using DeepSeek-VL, follow these steps:

Clone the Repository

Install Dependencies

Ensure Python 3.8 or higher is installed, then install the required dependencies:

Download Pre-trained Models

Select and download the appropriate pre-trained model from Hugging Face or as per the GitHub repository instructions.

Run Inference

Utilize the provided scripts and documentation to perform inference with DeepSeek-VL on your data.

System Requirements and Security

Before downloading and installing DeepSeek-VL, ensure that your system meets the necessary hardware and software requirements. Additionally, always download the model from trusted sources to maintain security and integrity.

DeepSeek VL API

DeepSeek-VL is an open-source Vision-Language (VL) model designed to integrate visual and textual information for real-world applications. Developers can access and integrate DeepSeek-VL into their applications through the DeepSeek API, which offers a format compatible with OpenAI's API.

Getting Started with the DeepSeek API

1. Obtain an API Key

To start using the DeepSeek API, visit the DeepSeek Platform and generate an API key.

2. API Configuration

• Base URL: https://api.deepseek.com


• Authorization: Use a Bearer token with your API key.

3. Making Your First API Call

Developers can interact with the DeepSeek API using the OpenAI SDK or any compatible software.

Available Models

• DeepSeek-V3: The primary model for general AI assistance.
• DeepSeek-R1: Optimized for logical inference and problem-solving tasks.

To invoke DeepSeek-V3, use model='deepseek-chat', and for DeepSeek-R1, use model='deepseek-reasoner'.

DeepSeek-VL-7B

DeepSeek-VL-7B is an open-source Vision-Language (VL) model developed by DeepSeek AI, designed to seamlessly integrate visual and textual information for real-world applications. The model is highly capable of handling complex scenarios, including logical diagrams, web pages, formula recognition, scientific literature, natural images, and embodied intelligence in intricate environments.

Model Architecture and Training

DeepSeek-VL-7B employs a hybrid vision encoder that leverages the strengths of SigLIP-L and SAM-B models, enabling it to process images up to 1024 x 1024 pixels. Built on DeepSeek-LLM-7B-base, it has been pre-trained on approximately 2 trillion text tokens and subsequently refined using 400 billion vision-language tokens to enhance its multimodal capabilities.

Access and Usage

The DeepSeek-VL-7B model is available in two variants:

• Base Model: Optimized for general vision-language understanding tasks.
• Chat Model: Fine-tuned for conversational applications involving multimodal inputs.

Developers and researchers can access DeepSeek-VL-7B on platforms like Hugging Face, where they can download the models or integrate them via provided APIs.

Applications

DeepSeek-VL-7B is suitable for a wide range of applications requiring the fusion of visual and textual data, including:

• Visual Question Answering


• Optical Character Recognition (OCR)


• Document, Table, and Chart Understanding


• Visual Grounding

With its robust architecture and extensive training, DeepSeek-VL-7B is well-suited for both academic research and commercial implementations.

Getting Started

To begin using DeepSeek-VL-7B, follow these steps:

For further details and advanced configurations, visit the DeepSeek-VL GitHub repository.