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YOLOv12: Attention Meets Speed |
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Agentic AI: A Comprehensive Introduction |
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Finetuning SAM2 for Leaf Disease Segmentation |
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Object Insertion in Gaussian Splatting: Paper Explained and Training Code for MCMC and Bilateral Grid |
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Depth Pro: Sharp Monocular Metric Depth |
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Fine-tuning-Stable-Diffusion-3_5-UI-images |
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SimSiam: Streamlining SSL with Stop-Gradient Mechanism |
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Image Captioning using ResNet and LSTM |
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Molmo VLM: Paper Explanation and Demo |
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3D Gaussian Splatting Paper Explanation: Training Custom Datasets with NeRF-Studio Gsplats |
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FLUX Image Generation: Experimenting with the Parameters |
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Contrastive-Learning-SimCLR-and-BYOL(With Code Example) |
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The Annotated NeRF : Training on Custom Dataset from Scratch in Pytorch |
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Stable Diffusion 3 and 3.5: Paper Explanation and Inference |
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LightRAG - Legal Document Analysis |
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NVIDIA AI Summit 2024 – India Overview |
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Introduction to Speech to Speech: Most Efficient Form of NLP |
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Training 3D U-Net for Brain Tumor Segmentation (BraTS-GLI) |
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DETR: Overview and Inference |
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YOLO11: Faster Than You Can Imagine! |
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Exploring DINO: Self-Supervised Transformers for Road Segmentation with ResNet50 and U-Net |
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Sapiens: Foundation for Human Vision Models by Meta |
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Multimodal RAG with ColPali and Gemini |
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Building Autonomous Vehicle in Carla: Path Following with PID Control & ROS 2 |
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Handwritten Text Recognition using OCR |
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Training CLIP from Sratch for Image Retrieval |
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Introduction to LiDAR SLAM: LOAM and LeGO-LOAM Paper and Code Explanation with ROS 2 Implementation |
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Recommendation System using Vector Search |
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Fine Tuning Whisper on Custom Dataset |
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SAM 2 – Promptable Segmentation for Images and Videos |
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Introduction to Feature Matching Using Neural Networks |
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Introduction to ROS2 (Robot Operating System 2): Tutorial on ROS2 Working, DDS, ROS1 RMW, Topics, Nodes, Publisher, Subscriber in Python |
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CVPR 2024 Research Papers - Part- 2 |
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CVPR 2024: An Overview and Key Papers |
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Object Detection on Edge Device - OAK-D-Lite |
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Fine-Tuning YOLOv10 Models on Custom Dataset |
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ROS2 and Carla Setup Guide for Ubuntu 22.04 |
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Understanding Visual SLAM for Robotics Perception: Building Monocular SLAM from Scratch in Python |
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Enhancing Image Segmentation using U2-Net: An Approach to Efficient Background Removal |
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YOLOv10: The Dual-Head OG of YOLO Series |
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Fine-tuning Faster R-CNN on Sea Rescue Dataset |
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Mastering Recommendation System: A Complete Guide |
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Automatic Speech Recognition with Diarization : Speech-to-Text |
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Building MobileViT Image Classification Model from Scratch In Keras 3 |
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SDXL Inpainting: Fusing Image Inpainting with Stable Diffusion |
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YOLOv9 Instance Segmentation on Medical Dataset |
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A Comprehensive Guide to Robotics |
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Integrating Gradio with OpenCV DNN |
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Fine-Tuning YOLOv9 on Custom Dataset |
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Dreambooth using Diffusers |
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Introduction to Hugging Face Diffusers |
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Introduction to Ultralytics Explorer API |
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YOLOv9: Advancing the YOLO Legacy |
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Fine-Tuning LLMs using PEFT |
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Depth Anything: Accelerating Monocular Depth Perception |
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Deciphering LLMs: From Transformers to Quantization |
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YOLO Loss Function Part 2: GFL and VFL Loss |
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YOLOv8-Object-Tracking-and-Counting-with-OpenCV |
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Stereo Vision in ADAS: Pioneering Depth Perception Beyond LiDAR |
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YOLO Loss Function Part 1: SIoU and Focal Loss |
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Moving Object Detection with OpenCV |
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Integrating ADAS with Keypoint Feature Pyramid Network for 3D LiDAR Object Detection |
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Mastering All YOLO Models from YOLOv1 to YOLO-NAS: Papers Explained (2024) |
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GradCAM: Enhancing Neural Network Interpretability in the Realm of Explainable AI |
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Text Summarization using T5: Fine-Tuning and Building Gradio App |
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3D LiDAR Visualization using Open3D: A Case Study on 2D KITTI Depth Frames for Autonomous Driving |
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Fine Tuning T5: Text2Text Transfer Transformer for Building a Stack Overflow Tag Generator |
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SegFormer 🤗 : Fine-Tuning for Improved Lane Detection in Autonomous Vehicles |
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Fine-Tuning BERT using Hugging Face Transformers |
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YOLO-NAS Pose |
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BERT: Bidirectional Encoder Representations from Transformers |
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Comparing KerasCV YOLOv8 Models on the Global Wheat Data 2020 |
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Top 5 AI papers of September 2023 |
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Empowering Drivers: The Rise and Role of Advanced Driver Assistance Systems |
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Semantic Segmentation using KerasCV DeepLabv3+ |
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Object Detection using KerasCV YOLOv8 |
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Fine-tuning YOLOv8 Pose Models for Animal Pose Estimation |
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Top 5 AI papers of August 2023 |
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Fine Tuning TrOCR - Training TrOCR to Recognize Curved Text |
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TrOCR - Getting Started with Transformer Based OCR |
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Facial Emotion Recognition |
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Object Keypoint Similarity in Keypoint Detection |
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Real Time Deep SORT with Torchvision Detectors |
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Top 5 AI papers of July 2023 |
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Medical Image Segmentation |
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Weighted Boxes Fusion in Object Detection: A Comparison with Non-Maximum Suppression |
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Medical Multi-label Classification with PyTorch & Lightning |
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Getting Started with PaddlePaddle: Exploring Object Detection, Segmentation, and Keypoints |
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Drone Programming With Computer Vision A Beginners Guide |
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How to Build a Pip Installable Package & Upload to PyPi |
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IoU Loss Functions for Faster & More Accurate Object Detection |
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Exploring Slicing Aided Hyper Inference for Small Object Detection |
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Advancements in Face Recognition Models, Toolkit and Datasets |
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Train YOLO NAS on Custom Dataset |
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Train YOLOv8 Instance Segmentation on Custom Data |
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YOLO-NAS: New Object Detection Model Beats YOLOv6 & YOLOv8 |
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Segment Anything – A Foundation Model for Image Segmentation |
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Build a Video to Slides Converter Application using the Power of Background Estimation and Frame Differencing in OpenCV |
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A Closer Look at CVAT: Perfecting Your Annotations |
YouTube |
ControlNet - Achieving Superior Image Generation Results |
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InstructPix2Pix - Edit Images With Prompts |
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NVIDIA Spring GTC 2023 Day 4: Ending on a High Note with Top Moments from the Finale! |
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NVIDIA Spring GTC 2023 Day 3: Digging deeper into Deep Learning, Semiconductors & more! |
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NVIDIA Spring GTC 2023 Day 2: Jensen’s keynote & the iPhone moment of AI is here! |
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NVIDIA Spring GTC 2023 Day 1: Welcome to the future! |
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NVIDIA GTC Spring 2023 Curtain Raiser |
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Stable Diffusion - A New Paradigm in Generative AI |
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OpenCV Face Recognition – Does Face Recognition Work on AI-Generated Images? |
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An In-Depth Guide to Denoising Diffusion Probabilistic Models – From Theory to Implementation |
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From Pixels to Paintings: The Rise of Midjourney AI Art |
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Mastering DALL·E 2: A Breakthrough in AI Art Generation |
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Top 10 AI Art Generation Tools using Diffusion Models |
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The Future of Image Recognition is Here: PyTorch Vision Transformer |
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Understanding Attention Mechanism in Transformer Neural Networks |
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Deploying a Deep Learning Model using Hugging Face Spaces and Gradio |
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Train YOLOv8 on Custom Dataset – A Complete Tutorial |
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Introduction to Diffusion Models for Image Generation |
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Building An Automated Image Annotation Tool: PyOpenAnnotate |
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Ultralytics YOLOv8: State-of-the-Art YOLO Models |
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Getting Started with YOLOv5 Instance Segmentation |
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The Ultimate Guide To DeepLabv3 - With PyTorch Inference |
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AI Fitness Trainer using MediaPipe: Squats Analysis |
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YoloR - Paper Explanation & Inference -An In-Depth Analysis |
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Roadmap To an Automated Image Annotation Tool Using Python |
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Performance Comparison of YOLO Object Detection Models – An Intensive Study |
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FCOS - Anchor Free Object Detection Explained |
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YOLOv6 Custom Dataset Training – Underwater Trash Detection |
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What is EXIF Data in Images? |
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t-SNE: T-Distributed Stochastic Neighbor Embedding Explained |
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CenterNet: Objects as Points – Anchor-free Object Detection Explained |
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YOLOv7 Pose vs MediaPipe in Human Pose Estimation |
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YOLOv6 Object Detection – Paper Explanation and Inference |
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YOLOX Object Detector Paper Explanation and Custom Training |
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Driver Drowsiness Detection Using Mediapipe In Python |
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GTC 2022 Big Bang AI announcements: Everything you need to know |
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NVIDIA GTC 2022 : The most important AI event this Fall |
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Object Tracking and Reidentification with FairMOT |
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What is Face Detection? – The Ultimate Guide for 2022 |
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Document Scanner: Custom Semantic Segmentation using PyTorch-DeepLabV3 |
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Fine Tuning YOLOv7 on Custom Dataset |
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Center Stage for Zoom Calls using MediaPipe |
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Mean Average Precision (mAP) in Object Detection |
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YOLOv7 Object Detection Paper Explanation and Inference |
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Pothole Detection using YOLOv4 and Darknet |
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Automatic Document Scanner using OpenCV |
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Demystifying GPU architectures for deep learning: Part 2 |
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Demystifying GPU Architectures For Deep Learning |
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Intersection-over-Union(IoU)-in-Object-Detection-and-Segmentation |
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Understanding Multiple Object Tracking using DeepSORT |
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Optical Character Recognition using PaddleOCR |
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Gesture Control in Zoom Call using Mediapipe |
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A Deep Dive into Tensorflow Model Optimization |
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DepthAI Pipeline Overview: Creating a Complex Pipeline |
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TensorFlow Lite Model Maker: Create Models for On-Device Machine Learning |
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TensorFlow Lite: Model Optimization for On Device Machine Learning |
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Object detection with depth measurement using pre-trained models with OAK-D |
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Custom Object Detection Training using YOLOv5 |
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Object Detection using Yolov5 and OpenCV DNN (C++/Python) |
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Create Snapchat/Instagram filters using Mediapipe |
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AUTOSAR C++ compliant deep learning inference with TensorRT |
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NVIDIA GTC 2022 Day 4 Highlights: Meet the new Jetson Orin |
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NVIDIA GTC 2022 Day 3 Highlights: Deep Dive into Hopper architecture |
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NVIDIA GTC 2022 Day 2 Highlights: Jensen’s Keynote |
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NVIDIA GTC 2022 Day 1 Highlights: Brilliant Start |
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Automatic License Plate Recognition using Python |
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Building a Poor Body Posture Detection and Alert System using MediaPipe |
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Introduction to MediaPipe |
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Disparity Estimation using Deep Learning |
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How to build Chrome Dino game bot using OpenCV Feature Matching |
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Top 10 Sources to Find Computer Vision and AI Models |
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Multi-Attribute and Graph-based Object Detection |
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Plastic Waste Detection with Deep Learning |
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Ensemble Deep Learning-based Defect Classification and Detection in SEM Images |
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Building Industrial embedded deep learning inference pipelines with TensorRT |
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Transfer Learning for Medical Images |
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Stereo Vision and Depth Estimation using OpenCV AI Kit |
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Introduction to OpenCV AI Kit and DepthAI |
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WeChat QR Code Scanner in OpenCV |
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AI behind the Diwali 2021 ‘Not just a Cadbury ad’ |
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Model Selection and Benchmarking with Modelplace.AI |
Model Zoo |
Real-time style transfer in a zoom meeting |
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Introduction to OpenVino Deep Learning Workbench |
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Running OpenVino Models on Intel Integrated GPU |
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Post Training Quantization with OpenVino Toolkit |
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Introduction to Intel OpenVINO Toolkit |
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Human Action Recognition using Detectron2 and LSTM |
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Pix2Pix:Image-to-Image Translation in PyTorch & TensorFlow |
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Conditional GAN (cGAN) in PyTorch and TensorFlow |
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Deep Convolutional GAN in PyTorch and TensorFlow |
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Introduction to Generative Adversarial Networks (GANs) |
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Human Pose Estimation using Keypoint RCNN in PyTorch |
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Non Maximum Suppression: Theory and Implementation in PyTorch |
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MRNet – The Multi-Task Approach |
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Generative and Discriminative Models |
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Playing Chrome's T-Rex Game with Facial Gestures |
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Variational Autoencoder in TensorFlow |
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Autoencoder in TensorFlow 2: Beginner’s Guide |
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Deep Learning with OpenCV DNN Module: A Definitive Guide |
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Depth perception using stereo camera (Python/C++) |
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Contour Detection using OpenCV (Python/C++) |
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Super Resolution in OpenCV |
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Improving Illumination in Night Time Images |
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Video Classification and Human Activity Recognition |
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How to use OpenCV DNN Module with Nvidia GPU on Windows |
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How to use OpenCV DNN Module with NVIDIA GPUs |
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Code OpenCV in Visual Studio |
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Install OpenCV on Windows – C++ / Python |
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Face Recognition with ArcFace |
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Background Subtraction with OpenCV and BGS Libraries |
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RAFT: Optical Flow estimation using Deep Learning |
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Making A Low-Cost Stereo Camera Using OpenCV |
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Optical Flow in OpenCV (C++/Python) |
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Introduction to Epipolar Geometry and Stereo Vision |
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Classification With Localization: Convert any keras Classifier to a Detector |
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Photoshop Filters in OpenCV |
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Tetris Game using OpenCV Python |
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Image Classification with OpenCV for Android |
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Image Classification with OpenCV Java |
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PyTorch to Tensorflow Model Conversion |
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Snake Game with OpenCV Python |
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Stanford MRNet Challenge: Classifying Knee MRIs |
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Experiment Logging with TensorBoard and wandb |
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Understanding Lens Distortion |
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Image Matting with state-of-the-art Method “F, B, Alpha Matting” |
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Bag Of Tricks For Image Classification - Let's check if it is working or not |
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Getting Started with OpenCV CUDA Module |
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Training a Custom Object Detector with DLIB & Making Gesture Controlled Applications |
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How To Run Inference Using TensorRT C++ API |
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Using Facial Landmarks for Overlaying Faces with Medical Masks |
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Tensorboard with PyTorch Lightning |
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Otsu's Thresholding with OpenCV |
Code |
PyTorch-to-CoreML-model-conversion |
Code |
Playing Rock, Paper, Scissors with AI |
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CNN Receptive Field Computation Using Backprop with TensorFlow |
Code |
CNN Fully Convolutional Image Classification with TensorFlow |
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How to convert a model from PyTorch to TensorRT and speed up inference |
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Efficient image loading |
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Graph Convolutional Networks: Model Relations In Data |
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Getting Started with Federated Learning with PyTorch and PySyft |
Code |
Creating a Virtual Pen & Eraser |
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Getting Started with PyTorch Lightning |
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Multi-Label Image Classification with PyTorch: Image Tagging |
Code |
Funny Mirrors Using OpenCV |
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t-SNE for ResNet feature visualization |
Code |
Multi-Label Image Classification with Pytorch |
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CNN Receptive Field Computation Using Backprop |
Code |
CNN Receptive Field Computation Using Backprop with TensorFlow |
Code |
Augmented Reality using AruCo Markers in OpenCV(C++ and Python) |
Code |
Fully Convolutional Image Classification on Arbitrary Sized Image |
Code |
Camera Calibration using OpenCV |
Code |
Geometry of Image Formation |
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Ensuring Training Reproducibility in Pytorch |
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Gaze Tracking |
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Simple Background Estimation in Videos Using OpenCV |
Code |
Applications of Foreground-Background separation with Semantic Segmentation |
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EfficientNet: Theory + Code |
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PyTorch for Beginners: Mask R-CNN Instance Segmentation with PyTorch |
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PyTorch for Beginners: Faster R-CNN Object Detection with PyTorch |
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PyTorch for Beginners: Semantic Segmentation using torchvision |
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PyTorch for Beginners: Comparison of pre-trained models for Image Classification |
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PyTorch for Beginners: Basics |
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PyTorch Model Inference using ONNX and Caffe2 |
Code |
Image Classification Using Transfer Learning in PyTorch |
Code |
Hangman: Creating games in OpenCV |
Code |
Image Inpainting with OpenCV (C++/Python) |
Code |
Hough Transform with OpenCV (C++/Python) |
Code |
Xeus-Cling: Run C++ code in Jupyter Notebook |
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Gender & Age Classification using OpenCV Deep Learning ( C++/Python ) |
Code |
Invisibility Cloak using Color Detection and Segmentation with OpenCV |
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Fast Image Downloader for Open Images V4 (Python) |
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Deep Learning based Text Detection Using OpenCV (C++/Python) |
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Video Stabilization Using Point Feature Matching in OpenCV |
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Training YOLOv3 : Deep Learning based Custom Object Detector |
Code |
Using OpenVINO with OpenCV |
Code |
Duplicate Search on Quora Dataset |
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Shape Matching using Hu Moments (C++/Python) |
Code |
Install OpenCV 4 on CentOS (C++ and Python) |
Code |
Install OpenCV 3.4.4 on CentOS (C++ and Python) |
Code |
Install OpenCV 3.4.4 on Red Hat (C++ and Python) |
Code |
Install OpenCV 4 on Red Hat (C++ and Python) |
Code |
Install OpenCV 4 on macOS (C++ and Python) |
Code |
Install OpenCV 3.4.4 on Raspberry Pi |
Code |
Install OpenCV 3.4.4 on macOS (C++ and Python) |
Code |
OpenCV QR Code Scanner (C++ and Python) |
Code |
Install OpenCV 3.4.4 on Windows (C++ and Python) |
Code |
Install OpenCV 3.4.4 on Ubuntu 16.04 (C++ and Python) |
Code |
Install OpenCV 3.4.4 on Ubuntu 18.04 (C++ and Python) |
Code |
Universal Sentence Encoder |
Code |
Install OpenCV 4 on Raspberry Pi |
Code |
Install OpenCV 4 on Windows (C++ and Python) |
Code |
Face Detection – Dlib, OpenCV, and Deep Learning ( C++ / Python ) |
Code |
Hand Keypoint Detection using Deep Learning and OpenCV |
Code |
Deep learning based Object Detection and Instance Segmentation using Mask R-CNN in OpenCV (Python / C++) |
Code |
Install OpenCV 4 on Ubuntu 18.04 (C++ and Python) |
Code |
Install OpenCV 4 on Ubuntu 16.04 (C++ and Python) |
Code |
Multi-Person Pose Estimation in OpenCV using OpenPose |
Code |
Heatmap for Logo Detection using OpenCV (Python) |
Code |
Deep Learning based Object Detection using YOLOv3 with OpenCV ( Python / C++ ) |
Code |
Convex Hull using OpenCV in Python and C++ |
Code |
MultiTracker : Multiple Object Tracking using OpenCV (C++/Python) |
Code |
Convolutional Neural Network based Image Colorization using OpenCV |
Code |
SVM using scikit-learn |
Code |
GOTURN: Deep Learning based Object Tracking |
Code |
Find the Center of a Blob (Centroid) using OpenCV (C++/Python) |
Code |
Support Vector Machines (SVM) |
Code |
Batch Normalization in Deep Networks |
Code |
Deep Learning based Character Classification using Synthetic Dataset |
Code |
Image Quality Assessment : BRISQUE |
Code |
Understanding AlexNet |
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Deep Learning based Text Recognition (OCR) using Tesseract and OpenCV |
Code |
Deep Learning based Human Pose Estimation using OpenCV ( C++ / Python ) |
Code |
Number of Parameters and Tensor Sizes in a Convolutional Neural Network (CNN) |
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How to convert your OpenCV C++ code into a Python module |
Code |
CV4Faces : Best Project Award 2018 |
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Facemark : Facial Landmark Detection using OpenCV |
Code |
Image Alignment (Feature Based) using OpenCV (C++/Python) |
Code |
Barcode and QR code Scanner using ZBar and OpenCV |
Code |
Keras Tutorial : Fine-tuning using pre-trained models |
Code |
OpenCV Transparent API |
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Face Reconstruction using EigenFaces (C++/Python) |
Code |
Eigenface using OpenCV (C++/Python) |
Code |
Principal Component Analysis |
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Keras Tutorial : Transfer Learning using pre-trained models |
Code |
Keras Tutorial : Using pre-trained Imagenet models |
Code |
Technical Aspects of a Digital SLR |
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Using Harry Potter interactive wand with OpenCV to create magic |
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Install OpenCV 3 and Dlib on Windows ( Python only ) |
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Image Classification using Convolutional Neural Networks in Keras |
Code |
Understanding Autoencoders using Tensorflow (Python) |
Code |
Best Project Award : Computer Vision for Faces |
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Understanding Activation Functions in Deep Learning |
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Image Classification using Feedforward Neural Network in Keras |
Code |
Exposure Fusion using OpenCV (C++/Python) |
Code |
Understanding Feedforward Neural Networks |
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High Dynamic Range (HDR) Imaging using OpenCV (C++/Python) |
Code |
Deep learning using Keras – The Basics |
Code |
Selective Search for Object Detection (C++ / Python) |
Code |
Installing Deep Learning Frameworks on Ubuntu with CUDA support |
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Parallel Pixel Access in OpenCV using forEach |
Code |
cvui: A GUI lib built on top of OpenCV drawing primitives |
Code |
Install Dlib on Windows |
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Install Dlib on Ubuntu |
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Install OpenCV3 on Ubuntu |
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Read, Write and Display a video using OpenCV ( C++/ Python ) |
Code |
Install Dlib on MacOS |
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Install OpenCV 3 on MacOS |
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Install OpenCV 3 on Windows |
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Get OpenCV Build Information ( getBuildInformation ) |
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Color spaces in OpenCV (C++ / Python) |
Code |
Neural Networks : A 30,000 Feet View for Beginners |
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Alpha Blending using OpenCV (C++ / Python) |
Code |
User stories : How readers of this blog are applying their knowledge to build applications |
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How to select a bounding box ( ROI ) in OpenCV (C++/Python) ? |
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Automatic Red Eye Remover using OpenCV (C++ / Python) |
Code |
Bias-Variance Tradeoff in Machine Learning |
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Embedded Computer Vision: Which device should you choose? |
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Object Tracking using OpenCV (C++/Python) |
Code |
Handwritten Digits Classification : An OpenCV ( C++ / Python ) Tutorial |
Code |
Training a better Haar and LBP cascade based Eye Detector using OpenCV |
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Deep Learning Book Gift Recipients |
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Minified OpenCV Haar and LBP Cascades |
Code |
Deep Learning Book Gift |
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Histogram of Oriented Gradients |
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Image Recognition and Object Detection : Part 1 |
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Head Pose Estimation using OpenCV and Dlib |
Code |
Live CV : A Computer Vision Coding Application |
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Approximate Focal Length for Webcams and Cell Phone Cameras |
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Configuring Qt for OpenCV on OSX |
Code |
Rotation Matrix To Euler Angles |
Code |
Speeding up Dlib’s Facial Landmark Detector |
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Warp one triangle to another using OpenCV ( C++ / Python ) |
Code |
Average Face : OpenCV ( C++ / Python ) Tutorial |
Code |
Face Swap using OpenCV ( C++ / Python ) |
Code |
Face Morph Using OpenCV — C++ / Python |
Code |
Deep Learning Example using NVIDIA DIGITS 3 on EC2 |
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NVIDIA DIGITS 3 on EC2 |
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Homography Examples using OpenCV ( Python / C ++ ) |
Code |
Filling holes in an image using OpenCV ( Python / C++ ) |
Code |
How to find frame rate or frames per second (fps) in OpenCV ( Python / C++ ) ? |
Code |
Delaunay Triangulation and Voronoi Diagram using OpenCV ( C++ / Python) |
Code |
OpenCV (C++ vs Python) vs MATLAB for Computer Vision |
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Facial Landmark Detection |
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Why does OpenCV use BGR color format ? |
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Computer Vision for Predicting Facial Attractiveness |
Code |
applyColorMap for pseudocoloring in OpenCV ( C++ / Python ) |
Code |
Image Alignment (ECC) in OpenCV ( C++ / Python ) |
Code |
How to find OpenCV version in Python and C++ ? |
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Baidu banned from ILSVRC 2015 |
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OpenCV Transparent API |
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How Computer Vision Solved the Greatest Soccer Mystery of All Time |
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Embedded Vision Summit 2015 |
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Read an Image in OpenCV ( Python, C++ ) |
Code |
Non-Photorealistic Rendering using OpenCV ( Python, C++ ) |
Code |
Seamless Cloning using OpenCV ( Python , C++ ) |
Code |
OpenCV Threshold ( Python , C++ ) |
Code |
Blob Detection Using OpenCV ( Python, C++ ) |
Code |
Turn your OpenCV Code into a Web API in under 10 minutes — Part 1 |
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How to compile OpenCV sample Code ? |
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Install OpenCV 3 on Yosemite ( OSX 10.10.x ) |
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