TrafficSigns: [object detection] Implement SlimYOLOv3 (Yolo with Pruning) (open source dataset)

[Christiaan1990]

Goal:

Implement the SlimYOLOv3 algorithm and apply it to different datasets to obtain results

Background:

When this ticket is completed, the SlimYOLOv3 can be applied to the CaroloCup-Dataset

Assigments:

• research: what is SlimYOLOv3
• implement the algorithm
• check if the accuracy is the same as from other papers on existing datasets
• test the algorithm with the different methods
• documentation in the TUM-Wiki: https://wiki.tum.de/display/phoenix/Machine+Learning

Notes:

• https://github.com/Lam1360/YOLOv3-model-pruning
• https://github.com/muyiguangda/tensorflow-slim-yolov3
• https://medium.com/@cdossman/slimyolov3-narrower-faster-and-better-for-real-time-uav-applications-ad3c5b8a2cf9
• paper_2019_SlimYOLOv3.pdf