ImageNet contains naturally occurring Apple NeuralHash collisions
Apple’s NeuralHash: real-world collisions, false positives, and implications for CSAM detection. See what this means for system reliability.
Computer vision, explained.
Visit blog.roboflow.com → RSS feedOn Hacker News Feb 2021 – Aug 2026
AI & Machine Learning 7Software Engineering 5Security & Privacy 2
Apple’s NeuralHash: real-world collisions, false positives, and implications for CSAM detection. See what this means for system reliability.
In this guide, we share findings experimenting with GPT-4 with Vision, released by OpenAI in September 2023.
GPT-5.6 Sol is OpenAI’s strongest vision model yet. We tested Sol, Terra, and Luna across detection, counting, OCR, and extraction, then compared their results, speed, and cost with leading VLMs.
Learn what GPT-4 Vision Prompt Injection is, and discover effective strategies to protect your models and data from vulnerabilities.
SUMMARY Mountain Dew's Super Bowl LV ad challenged viewers to count the exact number of bottles in the commercial for a $1 million prize, and this post builds an object detection model to assist with that count. The 30-second video was sampled at three frames per second in Roboflow to produce 92 annotated training…
Learn how to use PaliGemma, a vision language model developed and released by Google that has multimodal capabilities.
What YOLO26 is: NMS-free, edge-optimized YOLO with 43% faster CPU inference, benchmarks by size, licensing, and how it compares to RF-DETR.