With the power of Single Shot Multi-Box Detection, this code is able to detect objects with over 65% accuracy
Extract 'ssd300_mAP_77.43_v2.pth.zip' to the directory where other files are kept, and just run the code using some Python IDE. An Output File with the detections will be created in the same directory.