SeeFar10

No, this is not a mistype.

Original CIFAR 10 categories have been retained:

• 0: airplane
• 1: automobile
• 2: bird
• 3: cat
• 4: deer
• 5: dog
• 6: frog
• 7: horse
• 8: ship
• 9: truck

Usage

Train

python ./train.py --dataset datasets --model seefar10.model --labelbin seefar10.pickle

Classify

Command line

Plain

python classify.py --model seefar10.model --labelbin seefar10.pickle --image examples/airplane01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --image examples/automobile01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --image examples/bird01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --image examples/cat01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --image examples/deer01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --image examples/dog01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --image examples/frog01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --image examples/horse01.jpg

Use OpenCV for image output

python classify.py --model seefar10.model --labelbin seefar10.pickle --use-opencv --image examples/airplane01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --use-opencv --image examples/automobile01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --use-opencv --image examples/bird01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --use-opencv --image examples/cat01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --use-opencv --image examples/deer01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --use-opencv --image examples/dog01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --use-opencv --image examples/frog01.jpg
python classify.py --model seefar10.model --labelbin seefar10.pickle --use-opencv --image examples/horse01.jpg

Web

Run the web server first

python web.py

For all categories

http://127.0.0.1:5042/list-predict-sample-images/

For a single category

http://127.0.0.1:5042/list-predict-sample-images/?category=airplane
http://127.0.0.1:5042/list-predict-sample-images/?category=automobile
http://127.0.0.1:5042/list-predict-sample-images/?category=bird
http://127.0.0.1:5042/list-predict-sample-images/?category=cat
http://127.0.0.1:5042/list-predict-sample-images/?category=deer
http://127.0.0.1:5042/list-predict-sample-images/?category=dog
http://127.0.0.1:5042/list-predict-sample-images/?category=frog
http://127.0.0.1:5042/list-predict-sample-images/?category=horse
http://127.0.0.1:5042/list-predict-sample-images/?category=ship
http://127.0.0.1:5042/list-predict-sample-images/?category=truck

For a single image

http://127.0.0.1:5042/api/predict-sample-image/?image=examples/airplane01.jpg

Useful

See GPU usage

nvidia-smi