This repo re-implements Faster R-CNN fully on MXNet Gluon API, which supports batch size larger than one and Multi-GPU training. You can use the code to train/validate/test for object detection task.
Currently, this repo only support voc2007/2012 dataset. But you could easily modify or create your own dataset by reference Gluon-CV dataset code, or generate and using record dataset.
Note: Record Dataset is only available in num_workers=0, due to MXNet issue.
We need the following three files from Pascal VOC: