resnet18

Resnet18

Input

Ailia input shape : (1,3,224,224)
Range : [-127.0, 127.0]

Output

+ idx=0
  category=963[pizza, pizza pie ]
  prob=0.573032021522522
+ idx=1
  category=927[trifle ]
  prob=0.3181869089603424
+ idx=2
  category=415[bakery, bakeshop, bakehouse ]
  prob=0.02643408812582493

usage

Automatically downloads the onnx and prototxt files on the first run. It is necessary to be connected to the Internet while downloading.

For the sample image,

$ python3 resnet18.py

If you want to specify the input image, put the image path after the --input option.

$ python3 resnet18.py --input IMAGE_PATH

By adding the --video option, you can input the video.
If you pass 0 as an argument to VIDEO_PATH, you can use the webcam input instead of the video file.

$ python3 resnet18.py --video VIDEO_PATH

Reference

ResNet18

Model Format

ONNX opset = 11

Framework

pytorch 1.10

Netron

resnet18.onnx.prototxt