Multimodal Models

Understanding the New SOTA of Multimodal Chart: TinyChart-3B

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Understanding the New SOTA of Multimodal Chart: TinyChart-3B

Follow our official account to discover the beauty of CV technology As an important source of information, charts can intuitively display data relationships and are widely used in information dissemination, business forecasting, and academic research [1]. With the explosive growth of internet data, automated chart understanding has gained widespread attention. Recently, general-purpose closed-source multimodal large … Read more

The First Global Review of Embodied Intelligence in the Era of Multimodal Large Models

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The First Global Review of Embodied Intelligence in the Era of Multimodal Large Models

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering audiences including NLP master’s and PhD students, university professors, and corporate researchers. The Vision of the Community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for … Read more

The Essential Role of Large and Multimodal Models in AI Development

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The Essential Role of Large and Multimodal Models in AI Development

Introduction The artificial intelligence industry is like a giant ship sailing through the waves, heading towards a new blue ocean of the intelligent era at an unprecedented speed. Its development trends and prospects are vibrant and hopeful, not only triggering revolutionary changes in the technology sector but also deeply penetrating various industries, empowering industrial upgrades … Read more

Deep Learning Advancements in Multimodal AI Models

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Deep Learning Advancements in Multimodal AI Models

It has been a whole year since the emergence of ChatGPT, GPT-4, and other innovations that sparked a new wave of transformation in artificial intelligence. During this year, numerous companies both domestically and internationally have entered the “arena” of large models, accelerating the iteration and leap of large model technologies. The unprecedented capability of large … Read more

HuggingFace’s Experiments Reveal Effective Tricks for Multimodal Large Models

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HuggingFace's Experiments Reveal Effective Tricks for Multimodal Large Models

MLNLP community is a well-known machine learning and natural language processing community, covering domestic and international NLP master’s and doctoral students, university teachers, and corporate researchers. Community Vision is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for the progress of beginners. Reprinted from … Read more

AI Overview: GPT-4o Multimodal Model Training Process

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AI Overview: GPT-4o Multimodal Model Training Process

Source: AI Technology Online Just yesterday, OpenAI officially released the GPT-4o model, which supports real-time reasoning in audio, visual, and text multimodal scenarios. Besides eagerly wanting to use the GPT-4o model, everyone must also want to understand some of the implementation details of this model. Before GPT-4o, you could interact with ChatGPT in voice mode, … Read more

Research Progress on Multimodal Large Language Models

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Research Progress on Multimodal Large Language Models

About 3800 words, recommended reading time is 7 minutes. This article provides a comprehensive overview of MM-LLMs. 1. Introduction Multimodal large language models (MM-LLMs) have made significant progress over the past year by optimizing modality alignment and human intent alignment, enhancing existing unimodal foundational models (LLMs) to support various MM tasks. This article provides a … Read more

Industry Research | AIGC: Multimodal Large Models and Business Applications

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Industry Research | AIGC: Multimodal Large Models and Business Applications

In February 2024, OpenAI released its first video generation model, Sora. Users can generate high-definition videos with smooth scene transitions and clear details by simply inputting a text segment. Compared to AI-generated videos from a year ago, Sora has achieved qualitative improvements across various dimensions. This breakthrough has once again brought AIGC into the public … Read more

Open Source Breakthrough! In-Depth Analysis of DeepSeek Janus Pro Multimodal Model

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Open Source Breakthrough! In-Depth Analysis of DeepSeek Janus Pro Multimodal Model

As the Spring Festival approaches, DeepSeek is once again making strides by launching the multimodal open-source large model—Janus Pro. Although its performance is not as stunning as the previous R1, it still attracts attention due to its comprehensive architectural optimizations and open-source features. This article provides an in-depth interpretation of the technical innovations and experimental … Read more

The Evolution of DeepSeek’s Janus Series Multimodal Models

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The Evolution of DeepSeek's Janus Series Multimodal Models

Introduction From many people’s perspective, DeepSeek’s intensive release of multimodal open-source models before the Spring Festival aims to capitalize on the momentum to take away “ClosedAI”. However, when I checked GitHub, I found that the previous Janus Flow was already several months old, and this Pro version is merely an “ordinary” upgrade for them. It … Read more