LongVA

Long Contextual Transformer Model from Language to Vision

CommonProductImageLong ContextVisual Model

LongVA is a long context transformer model capable of processing over 2000 frames or 200K visual tokens. It achieves leading performance in Video-MME among 7B models. The model is tested on CUDA 11.8 and A100-SXM-80G and can be quickly deployed and used through the Hugging Face platform.

Process long videos and large quantities of visual tokens
enabling zero-shot language-to-vision conversion.
Achieve outstanding performance in Video Multimodal Evaluation (Video-MME).
Support CLI (command-line interface) and gradio UI-based multimodal chat demos.
Provide quick-start code examples on the Hugging Face platform.
Support custom generation parameters
such as sampling
temperature
and top_p.
Offer evaluation scripts for V-NIAH and LMMs-Eval to test model performance.

LongVA targets researchers and developers
particularly those in the fields of image and video processing
multi-modal learning
and natural language processing
seeking innovative solutions. LongVA is suitable for them because it provides a powerful tool to explore and implement complex vision and language tasks.

Researchers use the LongVA model for automatic video content description generation.
Developers utilize LongVA for developing multimodal chat applications involving images and videos.
Educational institutions adopt the LongVA model to develop auxiliary tools for visual and language teaching.

1. Install the necessary dependencies
including CUDA 11.8 and PyTorch 2.1.2.
2. Install the LongVA model and its dependencies via pip.
3. Download and load the pre-trained LongVA model.
4. Prepare input data

Visit

LongVA Visit Over Time

Monthly Visits

499904316

Bounce Rate

37.31%

Page per Visit

5.8

Visit Duration

00:06:52

LongVA Visit Trend

LongVA Visit Geography

LongVA Traffic Sources

LongVA Alternatives

Llama3-s v0.2 — Latest multimodal checkpoint to enhance speech comprehension capabilities.

Programming•Speech Recognition•Natural Language Processing

150

llama3-s — An open-source language model currently being trained, equipped with 'hearing' capabilities.

Programming•Natural Language Processing•Machine Learning

Samba — Official implementation of an efficient infinite context language model

Programming•Natural Language Processing•Machine Learning

198

emo-visual-data — Emoji Visual Annotation Dataset

Image•Dataset•Multimodal Learning

114

llava-llama-3-8b-v1_1 — A LLaVA model optimized by XTuner, which combines image and text processing capabilities.

Programming•Artificial Intelligence•Multimodal Learning

420

OneGen — An efficient single-pass unified generation and retrieval framework suitable for large language models.

Programming•Natural Language Processing•Large Language Models

Copilot in Excel — Copilot in Excel: Unlocking data-driven decision-making.

Productivity•Data Analysis•Automation

Mistral-Small-Instruct-2409 — High-performance instruct-tuned AI model

Programming•Artificial Intelligence•Natural Language Processing

Qwen2.5-LLM — An open-source high-performance language model that supports multi-platform applications.

Productivity•Natural Language Processing•Machine Learning

Qwen2.5 — An open-source large language model that supports multilingual and specialized domain applications.

Productivity•Artificial Intelligence•Natural Language Processing

xAI — AI to Accelerate Human Scientific Discovery

iFLYTEK Spark — Comprehensively benchmarks the AI large language model against GPT-4 Turbo.

ChineseSelection•Large Model•Natural Language Processing

AgentRE — A framework based on agents for relationship extraction in complex information environments.

Programming•Relationship Extraction•Natural Language Processing

Skywork-Reward-Llama-3.1-8B — An advanced reward model for text classification and preference assessment.

Programming•Machine Learning•Natural Language Processing

Question — An intelligent Q&A system that offers in-depth insights and answers.

InternationalSelection•Intelligent Q&A•Natural Language Processing

108

DataGemma RIG — A text model designed for retrieving and generating content that integrates statistical data.

Others•Text Generation•Natural Language Processing

assistant-ui-stockbroker — An AI-powered stockbroker assistant that provides professional investment advice.

Business•Artificial Intelligence•Financial Analysis

pixtral-12b-240910 — A multimodal large language model that supports understanding of both images and text.

Image•Multimodal•Image Processing

MemoRAG — A memory-based RAG framework for general-purpose applications

Programming•Natural Language Processing•Machine Learning

AI-Researcher — Artificial intelligence tool for generating research ideas and project management

Education•Artificial Intelligence•Research Assistance

138

Qihoo-T2X — Qihoo-T2X, an efficient diffusion transformer model aimed at text-to-any-task processing.

Programming•Text Processing•Diffusion Transformer

rStar — Enhances problem-solving capabilities of small language models through self-play mutual reasoning.

Programming•Machine Learning•Natural Language Processing

FineChatBI — AI-driven conversational business analytics tool

ChineseSelection•Data Analysis•Business Intelligence

168

RAGLAB — A modular, research-oriented unified framework for retrieval-augmented generation

Programming•Natural Language Processing•Machine Learning

ai-discord-bot-PigPig — A Discord bot based on a multimodal large language model.

chatting•Discord bot•Multimodal interaction

LongCite — Generates fine-grained citations for large language models in long text question answering.

Programming•Long Text Question Answering•Citation Generation

Tomato — A natural language steganography tool that hides encrypted information using minimum entropy coupling.

Others•Steganography•Natural Language Processing

LongLLaVA — Efficiently extending multimodal large language models to 1,000 images.

Image•Multimodal Learning•Image Processing

docai — Extract structured information from documents

Productivity•Document Processing•Information Extraction

Best AI Websites & Tools

LongVA

LongVA Visit Over Time

LongVA Visit Trend

LongVA Visit Geography

LongVA Traffic Sources

LongVA Alternatives

Llama3-s v0.2 — Latest multimodal checkpoint to enhance speech comprehension capabilities.

llama3-s — An open-source language model currently being trained, equipped with 'hearing' capabilities.

Samba — Official implementation of an efficient infinite context language model

emo-visual-data — Emoji Visual Annotation Dataset

llava-llama-3-8b-v1_1 — A LLaVA model optimized by XTuner, which combines image and text processing capabilities.

OneGen — An efficient single-pass unified generation and retrieval framework suitable for large language models.

Copilot in Excel — Copilot in Excel: Unlocking data-driven decision-making.

Mistral-Small-Instruct-2409 — High-performance instruct-tuned AI model

Qwen2.5-LLM — An open-source high-performance language model that supports multi-platform applications.

Qwen2.5 — An open-source large language model that supports multilingual and specialized domain applications.

xAI — AI to Accelerate Human Scientific Discovery

iFLYTEK Spark — Comprehensively benchmarks the AI large language model against GPT-4 Turbo.

AgentRE — A framework based on agents for relationship extraction in complex information environments.

Skywork-Reward-Llama-3.1-8B — An advanced reward model for text classification and preference assessment.

Question — An intelligent Q&A system that offers in-depth insights and answers.

DataGemma RIG — A text model designed for retrieving and generating content that integrates statistical data.

assistant-ui-stockbroker — An AI-powered stockbroker assistant that provides professional investment advice.

pixtral-12b-240910 — A multimodal large language model that supports understanding of both images and text.

MemoRAG — A memory-based RAG framework for general-purpose applications

AI-Researcher — Artificial intelligence tool for generating research ideas and project management

Qihoo-T2X — Qihoo-T2X, an efficient diffusion transformer model aimed at text-to-any-task processing.

rStar — Enhances problem-solving capabilities of small language models through self-play mutual reasoning.

FineChatBI — AI-driven conversational business analytics tool

RAGLAB — A modular, research-oriented unified framework for retrieval-augmented generation

ai-discord-bot-PigPig — A Discord bot based on a multimodal large language model.

LongCite — Generates fine-grained citations for large language models in long text question answering.

Tomato — A natural language steganography tool that hides encrypted information using minimum entropy coupling.

LongLLaVA — Efficiently extending multimodal large language models to 1,000 images.

docai — Extract structured information from documents