YOLOE: Real-Time Zero-Shot Object Detection and Segmentation Explained | Visual Prompting

YOLOE released by researchers at Tsinghua University: Real-time seeing anything with zero-shot performance. YOLOE can do both object detection and image segmentation and supports different prompt types, including text prompts, visual inputs, or even no prompt at all. 💡YOLOE results have been compared with YOLO-Worldv2, which supports arbitrary text prompts too. Key highlights: ✅ Zero-shot performance: It can find and recognize new objects, even if it hasn’t seen them before. ✅ Training time: Based on a research paper, It reaches the same accuracy as YOLO-Worldv2 but in one-third of the time on the LVIS dataset. ✅ Inference time: Its prediction speed is slightly better in comparison to YOLO-Worldv2. ✅ Pretrained embeddings: It uses a stored Apple MobileCLIP text encoder to keep training fast. *Github Repo:* https://github.com/MuhammadMoinFaisal/YOLOE-Real-Time-Zero-Shot-Object-Detection-and-Segmentation *🧑🏻‍💻 My AI and Computer Vision Courses⭐* *📗Build AI Agents with LangChain v1: Deep Agents & Tools 2026 (13$)* https://www.udemy.com/course/build-ai-agents-with-langchain-v1-deep-agents-tools-2026/?couponCode=PROMOTION13DOLLARS *📗YOLO26 Bootcamp: Real-Time Detection, Segmentation & Pose (13$)* https://www.udemy.com/course/yolo26-bootcamp-real-time-detection-segmentation-pose/?couponCode=PROMOTION13DOLLARS *📘Hands-On RAG Bootcamp: Build Apps with LangGraph & LangChain (13$)* https://www.udemy.com/course/hands-on-rag-bootcamp-build-apps-with-langgraph-langchain/?couponCode=PROMOTION13DOLLARS *📙Complete Computer Vision Bootcamp: YOLO to Multimodal AI (13$)* https://www.udemy.com/course/complete-computer-vision-bootcamp-yolo-to-multimodal-ai/?couponCode=PROMOTIONJUNE *📚 Generative AI, LLM Apps & AI Agents Masterclass 2026 (13$)* https://www.udemy.com/course/ai-agents-with-n8n-automate-anything-with-no-code/?couponCode=PROMOTIONJUNE *📘 YOLOv12 & YOLO26: Custom Object Detection & Web Apps 2026 (13$)* https://www.udemy.com/course/yolov12-custom-object