A naukri.com initiative
Medium
22h
78
Image Credit: Medium
Evolution of Computer Vision Trends You Need To Know
- Computer vision trends leading to 2025 involve advancements in Vision Transformers, Edge AI, Generative AI, 3D computer vision, Ethical AI, Explainable AI, AGVs, Multi-Modal AI, deepfake detection, and Self-Supervised Learning.
- Vision Transformers (ViTs) have been revolutionary, surpassing CNNs with self-attention, enabling processing of entire images, improving object classification, and segmentation.
- Edge AI facilitates real-time processing on devices like smart cameras and drones, reducing latency, improving privacy, and enhancing efficiency for applications like self-driving cars and security systems.
- Generative AI generates synthetic data for training models, automates labeling, and drives advancements in healthcare, entertainment, and research by creating realistic outputs from various data sources.
- 3D computer vision enhances depth perception and object recognition using technologies like LiDAR and depth sensors, crucial for industries like robotics, self-driving cars, and digital twins.
- Ethical AI addresses bias issues in computer vision, focusing on fairness, transparency, and data privacy to ensure AI systems are less biased and more equitable.
- Explainable AI (XAI) increases transparency in AI decision-making, providing logical explanations for actions, crucial in industries like health services, financial activities, and security.
- AGVs automate logistic operations in warehouses and factories, using onboard computers and sensors to enhance speed, accuracy, and utility with advanced vision technology.
- Multi-Modal AI combines computer vision with text, speech, and other data, improving systems' intelligence and context-awareness, leading to applications like visual question answering.
- Computer vision plays a critical role in detecting deepfakes to combat the spread of misinformation and propaganda by identifying alterations in images.
- Self-supervised learning advances AI models like Vision Transformers, reducing human bias and powering real-time applications in robotics, surveillance, and healthcare.
Read Full Article
4 Likes
For uninterrupted reading, download the app