Literature Review: Computer Vision

General

Resources

• A guide to convolution architecture for deep learning

Object Detection

Resources

• The Modern History of Object Recognition - Infographic
• A guide to receptive field algorithmic for CNNs
• Implementing SSD
• R-CNN
• Fast R-CNN
• Faster R-CNN
• YOLO
• YOLOv3
• R-FCN
• SSD
• ResNet

Implementations

The following repositories implement different architectures for CV. Note that mtriage only handles applying inference via a model. It is not designed as a framework to train classifiers: that should be done separately. A check below indicates that inference for the model is implemented as an analyser in mtriage.

• YoloV3, Darknet.
• YoloV3, PyTorch. Trained on COCO.
• Single Shot Detection, PyTorch.
• ResNet50, Keras. Trained on Imagenet.
• VGG16, Keras. Trained on Imagenet.
• VGG19., Keras. Trained on Imagenet.