Computing 2D CDFs on Downsampled Video Frames
@BattleAxeVR Do you compute 2d cdfs over each downsampled frame for video light?
Dilate Line Art Before Downscaling to Preserve Strokes
OpenCV で線画を縮小した時に線が消えないようにするアルゴリズムをGeminiくんに聞いたら kernel = cv . getStructuringElement(cv . MORPH_RECT, (3, 3)) # 画像を膨張させて線を太くする dilated_img = cv . dilate(src_img, kernel, iterations=1) こんな前処理を提案された。すごい
SAM‑3 Unifies Detection, Segmentation, Tracking for Real‑Time AI
🚀 Meta just released SAM‑3, the third version of the Segment Anything Model and it might be the biggest leap in image and video segmentation since the original SAM. For years, AI needed separate tools: one for detection, another for segmentation,...
Modular Edge AI Tower: Stack Pi and Jetson Boards
🔥Part 1 is HERE: Building the Ultimate Edge AI Cluster from Scratch! Stacked Raspberry Pi 2, 4, 5 + Jetson Nano + Orin Nano into a fully modular, plug-and-play TOWER powered by Gigabit Ethernet! Watch me turn a pile of dev boards...

New Ovis-Image Technical Report Advances Computer Vision
[18/30] 157 Likes, 43 Comments, 1 Posts https://t.co/2Wt77F3Ooc cs․CV | cs․AI, 28 Nov 2025 🆕Ovis-Image Technical Report Guo-Hua Wang, Liangfu Cao, Tianyu Cui, Minghao Fu, Xiaohao Chen, Pengxin Zhan, Jianshan Zhao, Lan Li, Bowen Fu, Jiaqi Liu, Qing-Guo Chen https://t.co/VsvmnGvtNj
Utalet Adds Presampini Loading, Nearing CVVC Support
utaletにpresampiniの読込機能まで作ったから、CVVC対応と言えるようになる日が近づいてきた気がする。
Even AI Image Tools Still Depend on OpenCV
画像生成・編集系AIを開発している人に聞きたいんだけど『結局、最後に頼りになるのはOpenCV様や!』ってところありません?私はあります

Mastered Standardization, Normalization, and GridSearchCV Tuning
->28th November -> Learned about few things today including:- >standardization >normalization >hyperparameter tuning and GridSearchCV https://t.co/WAa6yGJnu3

Grayscale Conversion Simplifies Shape Analysis in OpenCV
step 2 After splitting into frames, we convert each one to grayscale. this is common in OpenCV because most analysis is based on shapes and intensity, and grayscale makes that process much simpler. https://t.co/vY51Y4Dnxx

AI Writing Evolves: Generate, Critique, Refine, Repeat
Learned via @kelvinckchan today The old : Input --> Generate The new: Input --> Generate --> Critique / Check --> Refine --> Output .... > Input https://t.co/izYA7LfcbH

CV Engineers Should Master YOLO for Object Detection
So you are a CV engineer, what do you know about Computer Vision? I have used YOLO for... https://t.co/lX4OrFFYqE
Adaptive 2D Gaussians Redefine Image Compression and Restoration
📢 Image-GS: Content-Adaptive Image Reconstruction using 2D Gaussians In this week’s deep dive, we explore Image-GS, a groundbreaking framework that reimagines how images can be represented, compressed, restored, and upsampled using adaptive 2D Gaussian splats. Unlike traditional codecs or neural...

VLLM Cuts Memory Waste, Boosts LLM Inference Speed
📢 vLLM: Deploying LLMs at Scale Like OpenAI 🚀Want to Deploy LLMs or vision language models at scale? Discover vLLM, the open-source powerhouse that's transforming inference with PagedAttention, continuous batching, and more! In this short article, we unpack how vLLM slashes memory...
Testing 42 Podcast‑Style Videos with NotebookLM
I was reading some papers. So, I thought I would use NotebookLM + some vibe coding to create this podcast style video. I will create 42 episodes to see if people find it useful. If not, I will stop. Enjoy!...
2D Gaussian Splatting Delivers Real-Time Geometry‑Accurate Rendering
🚀2D Gaussian Splatting: Real-Time, Geometry-Aware Radiance Field Reconstruction In this week’s deep dive, we unpack how 2D Gaussian Splatting (2DGS) redefines the future of real-time neural rendering and reconstruction. By collapsing volumetric 3D Gaussians into surface-aligned 2D disks, 2DGS achieves unprecedented...

TinyML on Arduino: AI Runs on Microcontrollers
🚀From Blink to Think: Deploying ML on Arduino! At LearnOpenCV, we’ve always believed that AI shouldn’t be limited to powerful GPUs or cloud servers. It should run everywhere - even on the tiniest boards. Our latest article of the edge devices series,...