Excited to share our new arXiv paper led by Nakamura! In “EasyControlEdge: A Foundation-Model Fine-Tuning for Edge Detection”, he proposes a powerful and data-efficient way to adapt foundation models for crisp edge detection, achieving strong results on multiple benchmarks. I’m happy to have contributed as a co-author to this excellent work. 🔗 arxiv.org/abs/2602.16238 #ComputerVision #EdgeDetection #FoundationModels #AIResearch

Impact of Different Kernels on Image 🎯 Ever wondered how algorithms actually "looks" at images? This is it. Same dog photo → 14 different convolution kernels → 14 completely different perspectives What you're seeing: Blur Filters - The dog becomes a soft, dreamy version of itself. Fur details vanish, but noise disappears too. Sharpen - Every whisker pops. Every fur strand screams for attention. But so does every imperfection. Sobel X & Y - The image splits into geometry. Sobel X sees only vertical boundaries (ears standing tall), Sobel Y sees only horizontal lines (collar, mouth). The dog becomes directional data. Laplacian - The photo transforms into a pencil sketch. Pure edges, no fill. This is what "outline detection" literally looks like. Emboss - Suddenly the dog looks carved in stone, with artificial shadows creating depth that never existed. Gabor Filters - These are texture hunters. Rotate them (0°, 45°, 90°) and watch different fur patterns light up like a scanner sweeping across orientations. The mind-blowing part? CNNs learn these patterns automatically. These kernels are literally what the first layer of a CNN "sees" before it understands "dog." #ComputerVision #MachineLearning #DeepLearning #AI #ImageProcessing #NeuralNetworks #Python #DataScience #CNN #EdgeDetection

Via #OPG_OL: Single-pixel optical edge imaging with an extended depth-of-field bit.ly/4pSoxpR #EdgeDetection #ImageReconstruction

I'm genuinely mind-blown by the sharpness! This is the @nothing phone (3) edge detection, and the results are spectacular. The subject separation is unbelievably clean and distinct, conquering even the most challenging part, where the wind gusts are up to 24 km/h(in outdoor shoots). That’s a serious win for portrait mode ! Rate it out of 10, for me it's 10/10 ♥️😍 #NothingPhone3 #MobilePhotography #Tech #PortraitMode #EdgeDetection #Nothing

Today again I'm working with OpenCV, and today's learning is about Canny edges and edge detection.... let's see what next #opencv #edgedetection #CNNs

Still playing with @Rosebud_AI , @threejs edgeDetection effect for the sprint 🥷⚡

Via #OPG_AO: Infrared image and circular polarization image processing methods for high-concentration scattering environments bit.ly/42Nd7tV #EdgeDetection #PolarimetricImaging

🔥 Read our Paper 📚 Mask Guidance Pyramid Network for Overlapping Cervical Cell Edge Detection 🔗 mdpi.com/2076-3417/13/13/752… 👨‍🔬 by Wei Zhang et al. #edgedetection #medicalimagesegmentation @UCAS1978

🎉 Flux Canny is now live on our website! 🚀 Follow these simple steps to get started: 1️⃣ Upload your image. 2️⃣ Adjust the edge detection settings. 3️⃣ Watch as Flux Canny brings your vision to life with perfect outlines! Unleash your creativity with ease. 🎨✨ #FluxCanny #AI #CreativeTools #EdgeDetection #AIart Here are some images👇

Yeni projemiz hazır 🚀 Canny algoritması ile görüntülerin kenar tespitlerini yapan arayüz destekli bir uygulama geliştirdim. Kaynak kodlarına bırakacağım GitHub bağlantısından ulaşabilirsiniz. Yorumlarınızı bekliyorum ⌨️ #YapayZeka #Canny #OpenCV #Python #Tkinter #EdgeDetection #ComputerVision #Programlama

Babylon.jsにEdgeDetectionのポスプロが追加されるプルリクがマージされた！ アウトライン描画に良さそうだ～ Edge Detection Post Process by UN1TOne · Pull Request #15721 · BabylonJS/Babylon.js github.com/BabylonJS/Babylon…

🚁 GoDeep™-RG has successfully deployed in unique applications, autonomously identifying and detecting aircraft! Learn more about our hardware solutions at arcarithm.com/hardware 🌐🚀 #EdgeDetection #ATR #AutomaticTargetRecognition #ComputerVision

GoDeep™-RG's edge computing capabilities seamlessly interfaces with an EOIR sensor and autonomously detects targets of interest. Discover the power of our AI edge computing solution at arcarithm.com/hardware 🚀 #EdgeDetection #ComputerVision #AutomaticTargetRecognition #CUAS

💪 GoDeep™-RG provides unparalleled performance in harsh environments! With its sustained 24/7 capabilities, it's the ideal solution for your next project. Visit arcarithm.com/hardware today 🌐🚀 #EdgeDetection #ComputerVision #AutomaticTargetRecognition

🛰️ GoDeep™-RG provides sustained 24/7 performance in harsh environments! With its edge computing capabilities, it's the perfect for your next project. Check out our hardware offerings at arcarithm.com/hardware 🌐🚀 #EdgeDetection #ComputerVision #AutomaticTargetRecognition

🔍 GoDeep™-RG's edge computing capabilities seamlessly interfaces with an EOIR sensor and autonomously detects targets of interest. Learn more about our hardware solutions at arcarithm.com/hardware 🌐🚀 #EdgeDetection #ComputerVision #AutomaticTargetREcognition

Convolutional neural networks combined with conventional filtering to semantically segment plant roots in rapidly scanned X-ray computed tomography volumes with high noise levels Full text: tinyurl.com/yc838btn #NeuralNetwork #EdgeDetection #CropScience

📜 New manuscript on Arxiv! Detect boundary structures in real-time from very, very noisy images using field-of-junctions. Arxiv preprints: arxiv.org/abs/2403.16494 Code and model available: github.com/guo-research-grou… #computationalimaging #edgedetection #noisyimages

🎥 Video Alert 🎥 youtube.com/watch?v=J1KGGsvx… Here’s an interesting video! We delve into the world of image processing, focusing on one of its most crucial aspects: edge detection. Learn how edges define the structure of images and their critical role in computer vision applications. #opencv #ai #computervision #edgedetection #learnopencv #deeplearning

The word of the day is "Edge Detection " which refers to the process of identifying and highlighting the boundaries or edges between different objects or regions in an image. #wordoftheday #edgedetection #objects #images #automation #asamakaindustries