Awesome

ESRI Object Detection Challenge 2019

I used keras-retinanet to fine tune a pretrained RetinaNet model on this dataset. It achieves an AP of 83% on test set with IoU Threshold of 0.3. Link to Dataset

Requirements

Everything required by keras-retinanet
TQDM
imgaug
sklearn

Results

<img src='https://github.com/kunwar31/ESRI_Object_Detection/blob/master/results/1.png?raw=true' width=40% align='left'> <img src='https://github.com/kunwar31/ESRI_Object_Detection/blob/master/results/2.png?raw=true' width=40% align='right'> <img src='https://github.com/kunwar31/ESRI_Object_Detection/blob/master/results/3.png?raw=true' width=40% align='left'> <img src='https://github.com/kunwar31/ESRI_Object_Detection/blob/master/results/4.png?raw=true' width=40% align='right'>