directory
Image prediction
Object detection
Video object detection and tracking
ImageAI is a Python library designed to enable developers to build applications and systems with self-contained deep learning and computer vision capabilities in a few simple lines of code.
Built on simplicity, ImageAI supports a range of state-of-the-art machine learning algorithms for image prediction, custom image prediction, object detection, video detection, video object tracking and image prediction training. ImageAI currently supports image prediction and training using four different machine learning algorithms trained on the Imagenet-1000 dataset. ImageAI also supports object detection, video detection and object tracking using RetinaNet, YOLOv3 and TinyYOLOv3 trained on COCO datasets. Ultimately, ImageAI will support broader and more specialized aspects of computer vision, including, but not limited to, image recognition in specific environments and domains.
ImageAI can do the following:
Image prediction
ImageAI provides four different algorithms and model types to perform image prediction and is trained on the Imagenet-1000 dataset. Four algorithms are provided for image prediction including SqueezeNet, ResNet, InceptionV3 and DenseNet.
GitHub: github.com/OlafenwaMos…
Object detection
ImageAI provides a very convenient and powerful way to perform object detection on an image and extract each object from the image. Object detection classes provide support for RetinaNet, YOLOv3 and TinyYOLOv3 with the option of adjusting for state-of-the-art performance or real-time processing.
GitHub: github.com/OlafenwaMos…
Video object detection and tracking
ImageAI provides a very convenient and powerful way to perform object detection and track specific objects in video. The provided video object detection class only supports current state-of-the-art RetinaNet, but has the option to adjust for best performance or real-time processing.
In addition, users can also customize the model, training belongs to their own recognition model, less nonsense, will be ImageAI library GitHub website: github.com/OlafenwaMos…