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๐Ÿ”ข ๐—–๐—ผ๐˜‚๐—ป๐˜ ๐—”๐—ป๐˜†๐˜๐—ต๐—ถ๐—ป๐—ด: ๐—ก๐—ฒ๐˜„ ๐—”๐—œ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น ๐—–๐—ผ๐˜‚๐—ป๐˜๐˜€ ๐—ข๐—ฏ๐—ท๐—ฒ๐—ฐ๐˜๐˜€ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—ง๐—ฒ๐˜…๐˜ ๐—”๐—ฐ๐—ฟ๐—ผ๐˜€๐˜€ ๐Ÿฒ ๐——๐—ผ๐—บ๐—ฎ๐—ถ๐—ป๐˜€ Researchers from Tsinghua University released Count Anything, a vision model that counts objects in images based on a text query. It uses a dual approach: a region-level counter for large sparse objects and a pixel-level counter for small crowded ones. The two outputs are fused into a single point set showing where each counted instance is. The model covers six domains: general scenes, remote sensing, histopathology, cellular microscopy, agriculture, and microbiology. They also built CLOC, a 220K-image dataset across 619 categories with 15M object instances to train and benchmark it on. Count Anything substantially beats existing open-world counting methods across all six domains. Project page: GitHub #ComputerVision #ObjectCounting #AIResearch #Tsinghua โ”€โ”€โ”€ ๐Ÿค– ๐—™๐—ผ๐—ฟ ๐—บ๐—ผ๐—ฟ๐—ฒ ๐—”๐—œ ๐—ป๐—ฒ๐˜„๐˜€ ๐—ฎ๐—ป๐—ฑ ๐˜€๐˜๐—ผ๐—ฟ๐˜† ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐˜€, ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต "๐—š๐—ฒ๐—ป๐—”๐—œ๐—ฆ๐—ฝ๐—ผ๐˜" ๐—ผ๐—ป ๐—ง๐—ฒ๐—น๐—ฒ๐—ด๐—ฟ๐—ฎ๐—บ
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Count objects accurately with Ultralytics YOLO26! ๐Ÿ”ข Define lines or polygon-based regions and count objects as they move through scenes, ideal for traffic analysis, retail analytics, crowd monitoring, and smart surveillance systems. Learn more โžก๏ธ bit.ly/43TBF5S #Ultralytics #ComputerVision #ObjectCounting
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Count rooftop panels with Ultralytics YOLO26 OBB! ๐Ÿ  Use oriented bounding boxes to detect solar panels from aerial views and capture their orientation, enabling accurate counting for inspections, asset management, and infrastructure analytics. Explore more โžก๏ธ bit.ly/43TBF5S #Ultralytics #YOLO26 #AI #ObjectCounting #ComputerVision
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Monitor ice rink activity with Ultralytics YOLO26! ๐Ÿš€ Count people inside the rink in real time and generate a movement heatmap to analyze crowd density, improve safety, and optimize space usage. Explore more โžก๏ธ bit.ly/43TBF5S #Ultralytics #YOLO26 #AI #ObjectCounting #ComputerVision
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Count cows in the field in real time with Ultralytics YOLO! ๐Ÿ„ Define a line or region, track herd movement, and get accurate counts as animals cross your gate. Build smarter agritech monitoring in minutes. Explore more โžก๏ธ ow.ly/3hyq50Xg2aC #Agritech #AI #ObjectCounting
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Count boats with precision using Ultralytics OBB models! This demo uses oriented bounding boxes to detect and count boats from above, ideal for aerial monitoring and marine analytics. Explore more โžก๏ธ ow.ly/68ox50WaBRM #ObjectCounting #OBB #ComputerVision
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๐Ÿš€ New from Groundlight: Object Counting ๐Ÿ”ข Weโ€™re excited to announce a major step forward in simplifying computer vision โ€” the launch of our new Counting Mode, for accurate, real-time object counting. Whether you're counting cars ๐ŸŽ๏ธ , people ๐Ÿ‘ฏ, or pallets, our latest feature empowers teams to count the exact things they want to count โ€” no training data or ML expertise required. This is a game-changer for industries like: ๐Ÿ“ฆ Logistics & Warehousing ๐Ÿญ Manufacturing ๐Ÿš— Traffic & Parking Analytics ๐Ÿฌ Retail Operations And more! Huge kudos to the Groundlight team for continuing to make computer vision accessible to every developer. Counting mode is available to users on the Business plan - try it out and let us know what you think! ๐Ÿ‘‰ Read the full press release: businesswire.com/news/home/2โ€ฆ #VisualAI #ComputerVision #ObjectCounting #AIforDevelopers #EdgeAI #GroundlightAI
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Automate capsule counting with Ultralytics YOLO11! ๐Ÿ’Š Real-time capsule tracking ensures precise pharmaceutical packaging, quality control, and inventory management using AI-powered object counting. Explore more โžก๏ธ ow.ly/yLIe50VgciU #AI #ObjectCounting #PharmaTech
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Count objects accurately with Ultralytics YOLO11! ๐Ÿ”ข Leverage YOLO11โ€™s precision for real-time object counting across various scenarios. It's ideal for inventory management, crowd analysis, and more. Learn more โžก๏ธ ow.ly/QK5b50U52Fg #YOLO11 #ObjectCounting #ComputerVision
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New tutorial | Counting ships using Ultralytics YOLO11 Oriented Bounding Boxes (OBB) ๐Ÿšข Learn how to leverage YOLO11 OBB for accurate object detection and counting in real-world applications i.e counting ships. Watch now โžก๏ธ youtube.com/watch?v=T8K47Atjโ€ฆ #AI #ObjectCounting #YOLO11

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29 Oct 2024
With VisionAgent, our generative Visual AI builder, you can automate tasks like inventory tracking in minutesโ€”no complex coding required! Learn more about VisionAgent: landing.ai/visionagent #AI #VisualAI #ObjectCounting #Automation #Innovation
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Discover object counting with SkyFi! #ObjectCounting #SkyFi
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๐Ÿ”ฅ NEW FEATURE: Object Counting Across Multiple Regions with Ultralytics YOLOv8 Accurate and adaptable #objectcounting is essential. This method tallies objects within defined regions, enabling advanced analysis with a multi-region focus. Interactive region adjustments are as easy as a Left Mouse Click. Real-time object counting enhances precision while accommodating unique requirements. โœ… Dynamic Region Adjustment: Tailor regions on-the-fly for adaptable projects. โœ… Versatile Region Drawing: Create multiple regions with polygon and rectangle support. โœ… Swift Real-Time Processing: Fast and accurate results that can be applied across various domains. The code is available in our repository ๐Ÿ”— lnkd.in/eBf5jjq8
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31 Aug 2023
Revolutionizing efficiency with IvedaAI Object Counting - harnessing cutting-edge technology for precise and seamless object enumeration. ๐Ÿ“Š๐Ÿค– #IvedaAI #ObjectCounting #InnovationInTech $IVDA
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#highlycitedpaper Real Time Pear Fruit Detection and Counting Using YOLOv4 Models and Deep SORT mdpi.com/1424-8220/21/14/480โ€ฆ @UNIV_TSUKUBA_EN #YOLO #YOLOv4 #DeepSORT #ObjectCounting
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4 Nov 2022
Ever thought about monitoring shrimp? We did, and hereโ€™s the case study of an #objectcounting project carried out with #computervision, #deepneuralnetworks, #PyTorch, #Streamlit, and #LabelStudio. All for the sake of a more accurate estimation of #biomass production. @AWI_Media
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Possibility for so much #mathtalk! This would be a great option for students to play on their own once itโ€™s modeled. #subitizing #objectcounting
Thanks for a great conference, @eriksonmath. The Jumping on the Lily pads is one of our favorite counting games! youngmathematicians.edc.org/โ€ฆ
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So much excitement @shufordnccs today with Kindergarten! I bet they thought they were โ€œjust playingโ€. #objectcounting #gripandmanipulation #handdominance #followingdirections #playwithpurpose
Had a blast counting pumpkin seeds ๐ŸŽƒ #LevelUp @NCCSschools @shufordnccs, @principal_SES
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