Andrew Ng’s VisionAgent: Streamlining Vision AI Solutions
Analytics Vidhya » Computer Vision
by Pankaj Singh
15h ago
Today, computer vision applications are playing a transformative role in industries like healthcare, manufacturing, security, and retail. However, developing and deploying vision-based solutions has often been complex and time-consuming. VisionAgent, developed by the LandingAI team / Andrew Ng, is a generative Visual AI application builder designed to streamline the creation, iteration, and deployment of computer […] The post Andrew Ng’s VisionAgent: Streamlining Vision AI Solutions appeared first on Analytics Vidhya ..read more
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Guide on YOLOv11 Model Building from Scratch using PyTorch
Analytics Vidhya » Computer Vision
by Nikhileswara Rao Sulake
1w ago
YOLO models have made significant contributions to computer vision in various applications, such as object detection, segmentation, pose estimation, vehicle speed detection, and multimodal tasks. While understanding their applications is crucial, it’s equally important to know how these models are built and how they work. This article will focus on that aspect. In this article, […] The post Guide on YOLOv11 Model Building from Scratch using PyTorch appeared first on Analytics Vidhya ..read more
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30 Must-Try Computer Vision Projects for 2025
Analytics Vidhya » Computer Vision
by Akash Sharma
1M ago
Computer vision, a dynamic field blending artificial intelligence and image processing, is reshaping industries like healthcare, automotive, and entertainment. With advancements such as OpenAI’s GPT-4 Vision and Meta’s Segment Anything Model (SAM), computer vision has become more accessible and powerful than ever. By 2025, the global computer vision market is projected to surpass $41 billion, fueled by innovations in […] The post 30 Must-Try Computer Vision Projects for 2025 appeared first on Analytics Vidhya ..read more
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What is an Eigenvector and Eigenvalues?
Analytics Vidhya » Computer Vision
by Janvi Kumari
1M ago
Linear algebra is a cornerstone of many advanced mathematical concepts and is extensively used in data science, machine learning, computer vision, and engineering. One of the fundamental concepts in linear algebra is eigenvectors, often paired with eigenvalues. But what exactly is an eigenvector, and why is it so important? This article breaks down the concept […] The post What is an Eigenvector and Eigenvalues? appeared first on Analytics Vidhya ..read more
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Top 12 Open Source Models on Hugging Face in 2024
Analytics Vidhya » Computer Vision
by Yashashwy Alok
1M ago
Open-source AI models on Hugging Face have become a driving force in the AI space, and Hugging Face remains at the forefront of this movement. In 2024, it solidified its role as the go-to platform for state-of-the-art models, spanning NLP, computer vision, speech recognition, and more. These models rival proprietary ones, offering flexibility for customization […] The post Top 12 Open Source Models on Hugging Face in 2024 appeared first on Analytics Vidhya ..read more
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What is Mixture of Experts (MoE)?
Analytics Vidhya » Computer Vision
by Nibedita Dutta
1M ago
The emergence of Mixture of Experts (MoE) architectures has revolutionized the landscape of large language models (LLMs) by enhancing their efficiency and scalability. This innovative approach divides a model into multiple specialized sub-networks, or “experts,” each trained to handle specific types of data or tasks. By activating only a subset of these experts based on […] The post What is Mixture of Experts (MoE)? appeared first on Analytics Vidhya ..read more
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Scene Text Recognition (STR) Using Vision-Based Text Recognition
Analytics Vidhya » Computer Vision
by Mobarak Inuwa
1M ago
Scene text recognition (STR) continues challenging researchers due to the diversity of text appearances in natural environments. It is one thing to detect text on images on documents and another thing when the text is in an image on a person’s T-shirt. The introduction of Multi-Granularity Prediction for Scene Text Recognition (MGP-STR), presented at ECCV […] The post Scene Text Recognition (STR) Using Vision-Based Text Recognition appeared first on Analytics Vidhya ..read more
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OpenAI Sora vs AWS Nova: Which is Better for Video Creation?
Analytics Vidhya » Computer Vision
by Janvi Kumari
2M ago
The recent launch of OpenAI’s Sora and Amazon’s Nova under the Bedrock platform marks an exciting new chapter in AI. While both models advance the field in their own ways, they cater to different goals. Sora focuses on turning text into video, bringing new creative options to content makers. Nova, meanwhile, is geared toward broad […] The post OpenAI Sora vs AWS Nova: Which is Better for Video Creation? appeared first on Analytics Vidhya ..read more
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From Watchful Eyes to Active Minds: The Rise of Visual AI Agents
Analytics Vidhya » Computer Vision
by Diksha Kumari
2M ago
In today’s world, CCTV cameras generate vast amounts of footage. However, the challenge is that these several hours of recordings are only reviewed once a suspicious activity has occurred. But what if there was a smarter, more efficient solution to streamline this process and eliminate the hassle? That intelligent alternative is called ‘visual AI agent’. Visual […] The post From Watchful Eyes to Active Minds: The Rise of Visual AI Agents appeared first on Analytics Vidhya ..read more
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Using Maskformer for Images With Overlapping Objects
Analytics Vidhya » Computer Vision
by Maigari David
2M ago
Image segmentation is another popular computer vision task that has applications with different models. Its usefulness across different industries and fields has allowed for more research and improvements. Maskformer is part of another revolution of image segmentation, using its mask attention mechanism to detect objects that overlap their bounding boxes.  Performing tasks like this would […] The post Using Maskformer for Images With Overlapping Objects appeared first on Analytics Vidhya ..read more
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