This is an implemention of Tensorflow detection model zoo on Python 3 and TensorFlow. The project adopts four different models in Model Zoo to detect cars on road in demo video.
This project is built based on Tensorflow Object Detection API and you can view more detail at here
- ssd_mobilenet_v1_coco
- faster_rcnn_inception_v2_coco
- faster_rcnn_resnet101_coco
- faster_rcnn_resnet101_kitti
- Final result video.
| Model name | Speed (ms) | COCO mAP[^1] | Outputs |
|---|---|---|---|
| ssd_mobilenet_v1_coco | 30 | 21 | Boxes |
| faster_rcnn_inception_v2_coco | 58 | 28 | Boxes |
| faster_rcnn_resnet101_coco | 106 | 32 | Boxes |
| Model name | Speed (ms) | Pascal mAP@0.5 (ms) | Outputs |
| faster_rcnn_resnet101_kitti | 79 | 87 | Boxes |