Top 15 Computer Vision Datasets [2026]
Author(s): Asad Iqbal Originally published on Towards AI. A ML engineer’s guide to top image datasets. Learn about ImageNet, COCO, and more, and understand how data annotation and benchmarks drive AI model development. If you are not a premium Medium member, read …
This Model Completely Crashed Computer Vision.
Author(s): Julia Originally published on Towards AI. Why is everyone obsessed with YOLO? And no I don’t talk about the 2012 mantra “You Only Live Once”. For years, computers struggled to “see” the world. Object detection, the task of finding and identifying …
The Death of CNNs: How Vision Transformers Rewrote Computer Vision in 3 Years (Part 1: The CNN Era)
Author(s): Ampatishan Sivalingam Originally published on Towards AI. From AlexNet’s 2012 revolution to ResNet’s dominance, and why it all became obsolete overnight In 2012, a neural network called AlexNet won the ImageNet challenge by a margin so absurd that researchers initially thought …
Crafting the Eyes for Thinking Machines: Rewiring the Retina- The Anatomy of ViTStruct
Author(s): Anagha Sharma M Originally published on Towards AI. Blending everything and trying to fetch the tastes 🙁 “There is no joy in a dinner where the soup, the main course, and the dessert are blended into a single, beige slurry. The …
Crafting the Eyes for Thinking Machines: The “White Box” VLM
Author(s): Anagha Sharma M Originally published on Towards AI. “In a voyage to build an open foundation for enthusiasts — to brainstorm and invent, rather than becoming sheep in the herd who call VLMs ‘expensive black boxes’ and settle for whatever crumbs …
Beyond Vision Language Action (VLA) Models: Moving Toward Agentic Skills for Zero-Error Physical AI
Author(s): Telekinesis AI Originally published on Towards AI. Vision Language Action (VLA) models are the hottest topic in Physical AI right now. If you are in the space of robotics or computer vision, your feed will be packed with it: massive funding …
VL-JEPA: What Happens When AI Learns to Think Before It Speaks
Author(s): Yash Mohite Originally published on Towards AI. Understanding VL-JEPA and its approach to embedding-based vision–language modeling Modern vision language models can describe images, answer questions, and interpret videos with impressive fluency. Yet they all share an unusual habit: they talk constantly. …
Variational Autoencoders in simple language
Author(s): Sachin Soni Originally published on Towards AI. A Variational Autoencoder (VAE) is a type of Generative Model. Unlike standard AI that just recognizes things, a VAE can actually create new data, such as realistic images, music, or synthetic voices. The main …
How to Denoise Industrial 3D Point Clouds in Python: Advanced Filtering with Vitreous from Telekinesis
Author(s): Telekinesis AI Originally published on Towards AI. For a senior robotics engineer, a raw point cloud from a Zivid, Roboception or Mech-Mind 3D camera is just the starting point. The real challenge is extracting the signal from the noise. In production, …
AI-Powered Real-Time Egyptian Sign Language Translator
Author(s): Ahmed Ashraf Originally published on Towards AI. Figure 1: Real-Time Egyptian Sign Language translator 1. Introduction: Breaking Communication Barriers Communication is a fundamental human right, yet millions of Deaf and Hard-of-Hearing (DHH) individuals face daily challenges around the world. In Egypt, …
Benchmarking Zero‑Shot Object Detection: A Practical Comparison of SOTA models
Author(s): Mohsin Khan Originally published on Towards AI. 1. Introduction In the first blog of this series — “Practical Guide to Zero‑Shot Object Detection: Detect Unseen Objects Without Retraining” — we explored how Zero‑Shot Object Detection (ZSOD) works and why it’s becoming …
Turning Images into Live-Blinking Pixel Art Inside Excel (with Python)
Author(s): Sundar Balamurugan Originally published on Towards AI. Turning Images into Live-Blinking Pixel Art Inside Excel (with Python) Ever thought Excel was just a spreadsheet tool? Think again. With a bit of Python magic, Excel can become a canvas that displays images …
Stopping AI Hallucinations: A New Data Science Playbook
Author(s): The Braveheart writerd Originally published on Towards AI. Stopping AI Hallucinations: A New Data Science Playbook Ask a Vision-Language Model (VLM) how many Matryoshka dolls are in an image, and it might confidently lie to you. dataBot — “AI explores data …
ARC is a Vision Problem! (Paper Review)
Author(s): Hira Ahmad Originally published on Towards AI. ARC is a Vision Problem! (Paper Review) Non-members can read for review Source ImageThe article discusses the re-framing of the Abstraction and Reasoning Corpus (ARC) as a vision problem, advocating for the use of …
Your Camera Doesn’t Just See — It Explains
Author(s): Lindo St. Angel Originally published on Towards AI. Image by the author (unknown person was me out of the scene) Smart-home cameras are noisy storytellers. A leaf moves, a light flickers, and your phone buzzes again. What you get is motion …