• About Us
  • Privacy Policy
  • Disclaimers
  • Terms and Conditions
  • Contact Us
  • DMCA Policy
Tech Chilli
  • News
  • AI
  • Fintech
  • Crypto
  • AI India
  • Robotics
  • Courses
  • How-To
  • Puzzles
  • Gaming
  • Contact Us
No Result
View All Result
  • News
  • AI
  • Fintech
  • Crypto
  • AI India
  • Robotics
  • Courses
  • How-To
  • Puzzles
  • Gaming
  • Contact Us
No Result
View All Result
Tech Chilli
No Result
View All Result

Home » News » Google DeepMind’s PaliGemma: A Small But Mighty Open-Source Vision-Language Model

Google DeepMind’s PaliGemma: A Small But Mighty Open-Source Vision-Language Model

Explore Google DeepMind's PaliGemma, a compact vision-language model with 3 billion parameters. This open-source VLM delivers impressive performance on diverse tasks, setting new standards in AI efficiency.

Kumud Sahni Pruthi by Kumud Sahni Pruthi
Sunday, 14 July 2024, 6:53 AM
in News
Introducing PaliGemma: Google DeepMind's Efficient and Powerful VLM

Introducing PaliGemma: Google DeepMind's Efficient and Powerful VLM

PaliGemma is a new open-source vision-language model (VLM) developed by Google DeepMind researchers. Despite its tiny size, PaliGemma performs well on various visual and linguistic tasks.

The 3-billion parameter model performed well on roughly 40 different benchmarks, including common VLM tasks and more specialized tasks in fields like remote sensing and image segmentation. It does this by combining a SigLIP vision encoder with a Gemma language model.

Also Read: Best Google AI Courses and Certifications for FREE in 2024

With a total of 3 billion parameters, PaliGemma comprises a Vision Transformer image encoder and a Transformer decoder. Gemma-2B is used to initialize the text decoder. SigLIP-So400m/14 is used to initialize the image encoder. The PaLI-3 recipes are used during PaliGemma’s training.

PaliGemma frequently outperforms larger models in tasks like labelling images and interpreting videos. It is perfect for video clips and image pairs because of its architecture, which allows for numerous input images. Without task-specific fine-tuning, it obtains top results on benchmarks such as MMVP and Objaverse Multiview.

A prefix-LM training aims for bidirectional attention, fine-tuning all model components concurrently, a multi-stage training procedure to boost picture resolution, and carefully selected, varied pretraining data. These are important design decisions.

Also Read: What is Ola Maps? Free Accessibility, Offerings, and How It is Different from Google Maps

To evaluate the effects of different architectural and training options, the researchers also carried out comprehensive ablation investigations. Longer pretraining, unfreezing all model components, and higher resolution were proven to be major contributors to PaliGemma’s performance.

By providing PaliGemma as an open base model without instruction tuning, the researchers intend to provide a useful starting point for further research on instruction tuning, specific applications, and clearer distinctions between base models and fine-tuning in VLM development.

The robust performance of this small model implies that well-built VLMs can achieve state-of-the-art outcomes without requiring scaling to large scales, which could lead to more accessible and efficient multimodal AI systems.

Click here to read the entire paper.

Also Read: Proton Releases Free and Privacy-Focused Alternative to Google Docs

Limitations

The primary purpose of PaliGemma’s design was to function as a general, pre-trained model that could be applied to specialized applications. As a result, its “zero-shot” or “out of the box” performance may not match that of models made especially for it.

PaliGemma is not a chatbot with multiple turns. It is made to accept text and image input in a single round.

Also Read: Google Cloud AI Gemini 1.5: Flash and Pro Versions Now Available

Previous Post

How to Use AI to Plan Your Vacation (Step-by-Step Guide)?

Next Post

Brain Teaser: Find the odd boot in the picture in 7 seconds!

Kumud Sahni Pruthi

Kumud Sahni Pruthi

A postgraduate in Science with an inclination towards education and technology. She always looks for ways to help people improve their lives by putting complex things into simple words through her writing.

Next Post
brain teaser find the odd boot in 7 seconds

Brain Teaser: Find the odd boot in the picture in 7 seconds!

  • Trending
  • Comments
  • Latest
top Yield Farming Platforms

Top 13 Yield Farming Platforms in 2025: Maximize APY with Secure and Trusted Crypto Tools

April 17, 2025
scott wu net worth

Scott Wu Net Worth: Devin AI Software Engineer, CEO of Cognition Labs

April 17, 2025
Artificial Intelligence (AI) Glossary and Terminologies

Artificial Intelligence (AI) Glossary and Terminologies – Complete Cheat Sheet List

April 18, 2025
TurbolearnAI

Turbolearn AI: How to Use It for FREE, Features and Pricing Models

April 3, 2025
What is Blockchain Technology

What is Blockchain Technology And How Does It Work?

Enterprise AI

What is Enterprise AI? Meaning, Companies, Examples and More Details

Cosine Genie AI Software Engineer

What is Cosine Genie and How to Use? Check Benchmark, Functions, and Access Details

PhonePe Leads UPI Market in August 2024, Claims 50% Share by Value and 48% by Volume

PhonePe Partners with Liquid Group to Bring UPI Payments to Singapore for Indian Travelers

Google is moving Android news to a virtual event before I/O

Google is moving Android news to a virtual event before I/O

April 29, 2025
Generative AI Companies

Top Generative AI Companies of the World 2025

April 28, 2025
Veo 2 extends access to more Gemini Advanced Users

Veo 2 extends access to more Gemini Advanced Users

April 25, 2025
Perplexity launches the iPhone voice assistant

Perplexity launches the iPhone voice assistant

April 24, 2025

Recent News

Google is moving Android news to a virtual event before I/O

Google is moving Android news to a virtual event before I/O

April 29, 2025
Generative AI Companies

Top Generative AI Companies of the World 2025

April 28, 2025
Veo 2 extends access to more Gemini Advanced Users

Veo 2 extends access to more Gemini Advanced Users

April 25, 2025
Perplexity launches the iPhone voice assistant

Perplexity launches the iPhone voice assistant

April 24, 2025

Trending in AI

  • Perplexity CEO Net Worth
  • Grammarly AI Detection
  • What is LangChain
  • Canva AI Tool
  • Koupon AI
Tech Chilli

Tech Chilli is a beacon of knowledge, a relentless purveyor of the latest information, news, and groundbreaking research in the realm of cutting-edge technology.

We are dedicated to curating and delivering the most relevant, accurate, and up-to-the-minute information on the technologies that are shaping our world.
Contact us – [email protected]

Follow Us

Browse by Category

  • AI
  • AI India
  • Courses
  • Crypto
  • Featured
  • FinTech
  • Gaming
  • How-To
  • News
  • Puzzles
  • Robotics

Top Searches

  • Scott Wu Net Worth
  • Mira Murati Net Worth
  • Online Games for Couples
  • Amazon Q vs Microsoft Copilot
  • DarkGPT

Recent News

Google is moving Android news to a virtual event before I/O

Google is moving Android news to a virtual event before I/O

April 29, 2025
Generative AI Companies

Top Generative AI Companies of the World 2025

April 28, 2025
Veo 2 extends access to more Gemini Advanced Users

Veo 2 extends access to more Gemini Advanced Users

April 25, 2025
Perplexity launches the iPhone voice assistant

Perplexity launches the iPhone voice assistant

April 24, 2025
  • About Us
  • Privacy Policy
  • Disclaimers
  • Terms and Conditions
  • Contact Us
  • DMCA Policy

© 2024 Tech Chilli

No Result
View All Result
  • News
  • AI
  • Fintech
  • Crypto
  • AI India
  • Robotics
  • Courses
  • How-To
  • Puzzles
  • Gaming
  • Contact Us

© 2024 Tech Chilli

We use cookies to ensure that we give you the best experience on our website. If you continue to use this site we will assume that you are happy with it.OK