Deep Learning

TensorFlow Lite: TFLite Model Optimization for On-Device Machine Learning

The recent trend in developing larger and larger Deep Learning models for a slight increase in accuracy raises concerns about their computational efficiency and wide scaled usability. We can not

CNN, Deep Learning, Edge Devices, Image Classification, Model Optimization, OpenCV Tutorials, Post Training Quantization, Raspberry Pi

YOLOv5: Expert Guide to Custom Object Detection Training

This blog post covers object detection training of the YOLOv5 model on a custom dataset using the small and medium YOLOv5 models.

Deep Learning, Object Detection, PyTorch, Tutorial, YOLO

AUTOSAR C++ compliant deep learning inference with TensorRT

If you are unfamiliar with safety compliance and are debating whether or not to read this blog post, let’s answer the most important question first. Why should you read this

CNN, Deep Learning, Edge Devices, Image Segmentation, Machine Learning

Disparity Estimation Using Deep Learning

A conventional video or picture captures the three-dimensional world in two dimensions, losing crucial information regarding depth, which many applications now demand. Depth estimation is a challenging problem, and there

3D Computer Vision, Computer Vision, Deep Learning

Top 10 Sources to Find Computer Vision and AI Models

The AI community generously shares code, model architectures, and even models trained on large datasets. We are standing on the shoulders of giants, which is why the industry is adopting

Computer Vision, Deep Learning, Edge Devices, Image Segmentation, Object Detection

Multi-Attribute and Graph-based Object Detection

In this post, we will discuss an object detection approach that leverages the understanding of the objects’ structure and the context of the image by enumerating objects’ characteristics and relations.

Deep Learning, Object Detection, Object Tracking, Tutorial

Plastic Waste Detection with Deep Learning

Photo by Louis Reed on Unsplash With each passing day, the effect of climate change is becoming all too real. From hurricanes and wildfires to melting ice and rising sea

Deep Learning, Object Detection, YOLO

Ensemble Deep Learning-based Defect Classification and Detection in SEM Images

Today’s post will teach how computer vision impacts the semiconductor industry with a specific example of defect detection and classification.

Competitions, Deep Learning, Object Detection

Building Industrial embedded deep learning inference pipelines with TensorRT

You can scarcely find a good article on deploying computer vision systems in industrial scenarios. So, we decided to write a blog post series on the topic. The topics we

Deep Learning, Image Segmentation, Model Optimization, PyTorch, Segmentation

Transfer Learning for Medical Images

Our consulting company, Big Vision, has a long history of solving challenging computer vision and AI problems in diverse fields ranging from document analysis, security, manufacturing, real estate, beauty and

CNN, Deep Learning, Medical Imaging

Model Selection and Benchmarking with Modelplace.AI

In this post, we will learn how to select the right model using Modelplace.AI. Selecting the right model will make your application faster, help you scale it to millions of

Deep Learning, Face Detection, Face Recognition, Image Classification, Model Optimization, Object Detection, Object Tracking, Text Recognition, Tracking

Real-time style transfer in a Zoom meeting

you will learn how to train your own fast style transfer network in pytorch and deploy the model to get live style transfer effect on a web meeting on zoom/Skype/

Deep Learning, Generative Adversarial Networks, PyTorch