NN for MultiBBox Object Detection

Yolo pytorch implementation using Resnet18 backbone. NN for multi bboxes detection and classification.

Dependencies

  • numpy
  • matplotlib
  • cv2
  • math
  • tqdm
  • os
  • xml.etree.ElementTree
  • pandas
  • albumentations
  • time
  • datetime, os
  • pickle

Description

There are three different notebooks in this repository:

  • inference_on_pets.ipynb : Inference on Resnet18 backbone to test its current capability
  • yolo.ipynb : Implementation of YoloV1 network using Resnet18 as backbone
  • inference_on_video.ipynb : using YoloV1 to inference on video.

Inference on Video

https://youtu.be/qhpD_h919K0