The FasterRCNN sample uses the dataset from here: https://dl.dropboxusercontent.com/s/o6ii098bu51d139/faster_rcnn_models.tgz The dataset needs to be placed into the data/faster-rcnn directory. The commands to do this on linux are as follows: cd <TensorRT directory> wget --no-check-certificate https://dl.dropboxusercontent.com/s/o6ii098bu51d139/faster_rcnn_models.tgz?dl=0 -O data/faster-rcnn/faster-rcnn.tgz tar zxvf data/faster-rcnn/faster-rcnn.tgz -C data/faster-rcnn --strip-components=1 --exclude=ZF_*