Dataset
Dataset Name | Training Images | Validation Images | Class Labels | License |
---|---|---|---|---|
UTKFace CelebA FairFace |
249,575 | 27,652 | 0: Male 1: Female |
UTKFace: Non-commercial research purposes only CelebA: Non-commercial research purposes only FairFace: CC BY 4.0 |
Model Zoo
DeGirum’s gender classification model zoo (Female | Male) features models trained with Ultralytics and PyTorch Image Models repositories.
Model Architecture | Input Size | Precision | Runtime | Device Type | Top-1 | FPS |
---|---|---|---|---|---|---|
yolov8n-gender | 160x160 | INT8 | N2X | ORCA1 | 0.9639 | 537.3 |
yolov8n-gender | 256x256 | INT8 | N2X | ORCA1 | 0.9667 | 483.5 |
yolov8n-gender | 256x256 | FP32 | OPENVINO | CPU | 0.9669 | – |
yolov8s-gender | 160x160 | INT8 | N2X | ORCA1 | 0.9678 | 361.8 |
yolov8s-gender | 256x256 | INT8 | N2X | ORCA1 | 0.9688 | 312.1 |
yolov8s-gender | 256x256 | FP32 | OPENVINO | CPU | 0.9685 | – |
mobilenetv2_100_gender | 160x160 | INT8 | N2X | ORCA1 | 0.8616 | 285 |
mobilenetv2_100_gender | 224x224 | INT8 | N2X | ORCA1 | 0.958 | 220 |
mobilenetv2_100_gender | 224x224 | FP32 | OPENVINO | CPU | 0.9648 | – |
mobilenetv2_100_gender | 256x256 | INT8 | N2X | ORCA1 | 0.9579 | 203.6 |
resnet_34_gender | 160x160 | INT8 | N2X | ORCA1 | 0.843 | 91.6 |
resnet_34_gender | 160x160 | FP32 | OPENVINO | CPU | 0.8433 | – |
resnet_34_gender | 224x224 | INT8 | N2X | ORCA1 | 0.9633 | 77.9 |
resnet_34_gender | 224x224 | INT8 | OPENVINO | CPU | 0.9628 | – |
resnet_34_gender | 256x256 | INT8 | N2X | ORCA1 | 0.9635 | 75 |
resnet_34_gender | 256x256 | INT8 | OPENVINO | CPU | 0.9642 | – |
resnet_34_gender | 256x256 | FP32 | OPENVINO | CPU | 0.9645 | – |
resnet_50_gender | 160x160 | INT8 | N2X | ORCA1 | 0.9182 | 71.9 |
resnet_50_gender | 160x160 | FP32 | OPENVINO | CPU | 0.9013 | – |
resnet_50_gender | 224x224 | INT8 | N2X | ORCA1 | 0.9603 | 61.8 |
resnet_50_gender | 256x256 | FP32 | OPENVINO | CPU | 0.9616 | 58.8 |