Computer_Vision_Implementation

Implementing novel architectures and algorithms of Computer Vision

Computer Vision

• Histogram of Oriented Gradients (HOG)

• Selective Search in Object Detection

• Computational Photography - Exposure Fusion

• Feature based Image Alignment - used in Adobe Scan / PDF Scanners

• Kalman Filter

• Optical Flow, RAFT

• Eval matrics in CV

• IoU
• Mean Avg. Prec (mAP)
• PSNR
• SSIM

• Non-Max Supression

Popular Architectures

• YOLOv1

• YOLOv2

• YOLOv3

• Mask RCNN

• Open Pose

• YOLOv4

• DeepSORT

• SiamMask

• Detectron2

• YOLOR

• YOLOX

• YOLOv5

• YOLOv6

• YOLOv7

• YOLOv8

• EfficientNet

Image Segmentation

• U-Nets
• Res U-Nets

GANs and Image Generation

• DALL-E
• MidJourney