MedTrinity-25M

A large-scale multimodal medical dataset

CommonProductOthersMedical ImagingMultimodal

MedTrinity-25M is a large-scale multimodal dataset featuring multi-granular medical annotations. Developed by multiple authors, it aims to advance research in medical image and text processing. The dataset's construction involves steps such as data extraction and multi-granular text description generation, supporting various medical image analysis tasks, such as visual question answering (VQA) and pathology image analysis.

Data extraction: Extract key information from collected data
including metadata integration to generate rough titles
region-of-interest localization
and medical knowledge collection.
Multi-granular text description generation: Utilize this information to prompt large language models to generate fine-grained annotations.
Model training and evaluation: Provide scripts for model training and evaluation
supporting pre-training and fine-tuning on specific datasets.
Model library: Offer various pre-trained models
such as LLaVA-Med++
supporting fine-tuning on specific medical image analysis tasks.

MedTrinity-25M is primarily aimed at researchers and developers in the fields of medical image processing and natural language processing. It offers a rich collection of medical images and textual data
facilitating model training
algorithm testing
and the development of new methods.

Researchers utilized the MedTrinity-25M dataset to train a deep learning model capable of identifying lesions in medical images.
Developers leveraged the dataset to create a system for automatically generating medical image reports.
Educational institutions use MedTrinity-25M as a teaching resource to help students understand the complexities of medical image analysis.

1. Visit the GitHub page and clone the MedTrinity-25M dataset to your local machine.
2. Install the necessary packages and dependencies according to the quick start guide.
3. Download and install the base model LLaVA-Meta-Llama-3-8B-Instruct-FT-S2.
4. Follow the provided scripts for pre-training and fine-tuning the model.
5. Use the evaluation scripts to assess the performance of the trained model.

Visit

MedTrinity-25M Visit Over Time

Monthly Visits

503747431

Bounce Rate

37.31%

Page per Visit

5.7

Visit Duration

00:06:44

MedTrinity-25M Visit Trend

MedTrinity-25M Visit Geography

MedTrinity-25M Traffic Sources

MedTrinity-25M Alternatives

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

Image•Multimodal•Image Processing

West Lake AI Model — A multimodal model with high emotional and intellectual intelligence

ChineseSelection•Artificial Intelligence•Multimodal

120

FlashRAG — Efficient Toolkit for Retrieval-Augmented Generation Research

Programming•Natural Language Processing•Machine Learning

174

Gemini 1.5 Flash — A lightweight and high-performance AI model from Google, designed for large-scale, high-frequency tasks.

Productivity•Machine Learning•Multimodal

480

MNBVC — MNBVC is a massive Chinese corpus comparable to the 40T data used to train ChatGPT.

OpenSource•Natural Language Processing•Chinese Language Dataset

270

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

Productivity•Natural Language Processing•Machine Learning

xAI — AI to Accelerate Human Scientific Discovery

Pixtral 12B — The first multimodal Mistral model, supporting hybrid task processing for images and text.

Productivity•Multimodal•AI Model

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

Programming•Machine Learning•Natural Language Processing

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

Programming•Natural Language Processing•Machine Learning

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

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

Programming•Natural Language Processing•Machine Learning

DeepSeek-V2.5 — An AI model integrating general and programming capabilities.

Productivity•Artificial Intelligence•Machine Learning

126

Reflection Llama-3.1 70B — The world's leading open-source large language model

Productivity•Large Language Model•Natural Language Processing

264

OLMoE-1B-7B — An efficient open-source large language model.

Productivity•Large Language Model•Open Source

Aixploria — AI tools directory for discovering the best AI tools

Productivity•AI tools•AI navigation

228

RWKV v6 Finch 14B — RWKV v6 Finch 14B is an open-source large model that efficiently processes long texts.

Productivity•Artificial Intelligence•Natural Language Processing

162

C4AI Command R+ 08-2024 — A multilingual advanced dialogue generation model with 104 billion parameters.

Productivity•Artificial Intelligence•Machine Learning

LLM Playground — An interactive platform for loading and testing large language models.

Productivity•Artificial Intelligence•Machine Learning

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

Programming•Speech Recognition•Natural Language Processing

150

Phi-3.5-vision — An advanced multimodal model that supports image and text understanding.

Programming•Multimodal•Image Understanding

132

RAG_Techniques — A revolutionary collection of Retrieval-Augmented Generation system technologies.

Programming•RAG•NLP

132

1.5-Pints — A compact large language model pre-trained in 9 days

Programming•Open Source•Machine Learning

144

Data-Juicer — A one-stop data processing system that provides high-quality data for large language models.

Productivity•Machine Learning•Data Science

174

Best AI Websites & Tools

MedTrinity-25M

MedTrinity-25M Visit Over Time

MedTrinity-25M Visit Trend

MedTrinity-25M Visit Geography

MedTrinity-25M Traffic Sources

MedTrinity-25M Alternatives

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

West Lake AI Model — A multimodal model with high emotional and intellectual intelligence

FlashRAG — Efficient Toolkit for Retrieval-Augmented Generation Research

Gemini 1.5 Flash — A lightweight and high-performance AI model from Google, designed for large-scale, high-frequency tasks.

MNBVC — MNBVC is a massive Chinese corpus comparable to the 40T data used to train ChatGPT.

ml-ferret — End-to-end MLLM, enabling precise referencing and localization.

Distil-Whisper — A collection of models and datasets.

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.

xAI — AI to Accelerate Human Scientific Discovery

Pixtral 12B — The first multimodal Mistral model, supporting hybrid task processing for images and text.

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

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

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.

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

DeepSeek-V2.5 — An AI model integrating general and programming capabilities.

Reflection Llama-3.1 70B — The world's leading open-source large language model

OLMoE-1B-7B — An efficient open-source large language model.

Aixploria — AI tools directory for discovering the best AI tools

RWKV v6 Finch 14B — RWKV v6 Finch 14B is an open-source large model that efficiently processes long texts.

C4AI Command R+ 08-2024 — A multilingual advanced dialogue generation model with 104 billion parameters.

LLM Playground — An interactive platform for loading and testing large language models.

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

Phi-3.5-vision — An advanced multimodal model that supports image and text understanding.

RAG_Techniques — A revolutionary collection of Retrieval-Augmented Generation system technologies.

1.5-Pints — A compact large language model pre-trained in 9 days

Data-Juicer — A one-stop data processing system that provides high-quality data for large language models.