🚀 Medial just raised $500k in Pre-Series A. Tap to read the announcement. 🎉

Download App

Home

Switch theme

Blog . Feedback . Privacy
Community Guidelines

Back to feeds

Shuvodip Ray
•

YouTube • 6m

Researchers at Meta recently presented ‘An Introduction to Vision-Language Modeling’, to help people better understand the mechanics behind mapping vision to language. The paper includes everything from how VLMs work, how to train them, and approaches to evaluate VLMs. This approach is more effective than traditional methods such as CNN-based image captioning, RNN and LSTM networks, encoder-decoder models, and object detection techniques. Traditional methods often lack the advanced capabilities of newer VLMs, such as handling complex spatial relationships, integrating diverse data types and scaling to more sophisticated tasks involving detailed contextual interpretations.

4 replies3 likes

Replies (4)

Anonymous 4

Stealth • 6m

VLMs might be more efficient in the long run, but training them requires a lot of resources. The paper mentions various approaches to training, but without adequate computational power, it's challenging for smaller teams to implement these models. Anyone here with experience on this?

0 replies1 like

Anonymous 3

Stealth • 6m

I'm curious about the scalability of VLMs. Can they be effectively deployed on consumer-grade hardware, or are they only feasible for companies with extensive resources like Meta? This could impact their accessibility and adoption rate.

0 replies1 like

Anonymous 2

Stealth • 6m

Totally agree. The ability of VLMs to handle complex spatial relationships is a game changer. One major challenge has always been the integration of diverse data types. VLMs seem to bridge that gap much more effectively. Has anyone read the full paper? I'd love to dive into the details of their training approaches.

0 replies1 like

Anonymous 1

Stealth • 6m

It's fascinating to see how VLMs are evolving! Traditional methods like CNNs and RNNs were revolutionary at their time, but they do hit limitations with complex tasks. VLMs could be the next big leap in AI, especially for applications like automated content creation and real-time language translation.

0 replies1 like

Recommendations from Medial

Parshya Bora

Stealth • 4m

Trivia💡 If you are running a startup, What are the various sales method you will apply selling to enterprises Apart from traditional methods like cold emails , LinkedIn marketing so and so Love to know your suggestion.

3 replies2 likes

Sajin
•

Foundation • 7m

1. TikTok broke down long video content to simple short video format 2. Inshorts broke down long news articles to quick read short articles 3. KukuFM broke down long audio books to easy to listen 10 minutes short audio format 4. Wix broke down tra

8 replies12 likes

Astrologer Bhraradwaj

Stealth • 3m

What is Shadbala? 🤔 Shadbala, meaning 'sixfold strength,' is a method to measure the power of each planet in your astrology chart. Unlike traditional methods that rely solely on planetary positions in houses and signs, Shadbala provides a comprehen

0 replies2 likes

Rajan Paswan

Stealth • 6m

Solutions to Traditional Hiring Issues Last time, we discussed issues in traditional hiring methods. Today, let's explore a popular solution: hiring challenges. Hiring Challenges! Companies now conduct competitions in coding, design, and product ma

0 replies5 likes

Anonymous

Stealth • 4m

Traditional agricultural methods useless? Changing climate has caused a lot of devastations all around us. 1. Unbreakable heat and heavy rains has disrupted the agriculture. a. Farmers lost saplings ment to be planted in the early Manson due to s

0 replies3 likes

Prem Raj

Stealth • 1m

My idea is to develop software that detects women objectification in online content using advanced AI techniques. The software would analyze both text and images to identify harmful language, demeaning comments, or sexualized depictions that reduce

0 replies9 likes

Rushikesh Farkade

Stealth • 6m

Revolutionizing the $647 Billion Advertisement Industry The advertisement industry, currently valued at an astounding $647 billion, is projected to grow to $978 billion by 2032. This sector, dominated by platforms such as Facebook Ads, Google Ads,

0 replies2 likes

Rohith ND

Stealth • 3m

Traditional coding methods come with a set of challenges, ⏳ Time-consuming development, 🔄 Complex API integrations, 💻 Excessive coding, 🔧 Tedious project setups, ❗ Error-prone processes, 🐢 Slow deployments. It's time to rethink how we build and

1 replies9 likes

Rajan Paswan

Stealth • 6m

Issues in Traditional Hiring Methods! Traditional hiring methods, which typically involve resume screening, assessment tests, and interviews, have several common issues. 1. Resume Screening: Candidates are often filtered based on past achievements

8 replies12 likes

Kamana Tripathi
•

WYLD • 1m

The best part about working in a startup is the freedom to break away from traditional job roles. You're not just a cog in a machine, but a versatile team member who can contribute to various projects. This open environment lets you dive into differe

1 replies4 likes

Top Users