Home > Servers > PowerEdge Components > White Papers > Developing and Deploying Vision AI with Dell and NVIDIA Metropolis > Appendix B: NGC registry pre-trained models
The following table shows the list of pre-trained object detection models that are currently available to download in hdf5 format (by the time of this publication) from NVIDIA NGC catalog.
Backbone Pre-trained model | Accuracy Reached (mAP) | Batch Size | GPU Model | Memory Footprint | Number of Epochs | Total Size in Bytes |
mobilenet_v1 | 79.5 | 1 | V100 | 26 | 80 | 27489360 |
resnet50 | 77.91 | 1 | V100 | 294 | 80 | 308488496 |
resnet101 | 77.78 | 1 | V100 | 576 | 80 | 604328880 |
vgg19 | 77.56 | 1 | V100 | 154 | 80 | 161183816 |
darknet19 | 77.52 | 1 | V100 | 153 | 80 | 160242408 |
cspdarknet19 | 77.52 | 1 | V100 | 63 | 80 | 65913984 |
vgg16 | 77.17 | 1 | V100 | 113 | 80 | 118655144 |
googlenet | 77.11 | 1 | V100 | 48 | 80 | 49958952 |
efficientnet_b1_swish | 77.11 | 1 | V100 | 27 | 80 | 28082680 |
efficientnet_b1_relu | 77.11 | 1 | V100 | 27 | 80 | 28082608 |
resnet34 | 77.04 | 1 | V100 | 171 | 80 | 178944632 |
resnet18 | 76.74 | 1 | V100 | 89 | 80 | 93278448 |
darknet53 | 76.44 | 1 | V100 | 312 | 80 | 326824240 |
cspdarknet53 | 76.44 | 1 | V100 | 103 | 80 | 107993624 |
resnet10 | 74.38 | 1 | V100 | 38 | 80 | 40173128 |
mobilenet_v2 | 72.75 | 1 | V100 | 5 | 80 | 5258048 |
squeezenet | 65.13 | 1 | V100 | 7 | 80 | 6776712 |