Examples#

Below are examples of predictions with OpenPifPaf’s command line tool openpifpaf.predict. These examples can serve as a starting point to create pose predictions on your own images.

COCO#

Below are example predictions from the COCO val set. These are the first images with more than five person annotations that were shared with CC-BY-2.0. These examples are not cherry-picked.

All examples are predicted with the fast model shufflenetv2k16. For more accurate results, try --checkpoint=shufflenetv2k30.

%%bash
python -m openpifpaf.predict coco/000000188465.jpg -q --image-output --long-edge=1025
import IPython
IPython.display.Image('coco/000000188465.jpg.predictions.jpeg')
_images/examples_2_0.jpg

Image credit: Photo by Brian Jelonek shared under CC-BY-2.0.

%%bash
python -m openpifpaf.predict coco/000000114907.jpg -q --image-output
IPython.display.Image('coco/000000114907.jpg.predictions.jpeg')
_images/examples_5_0.jpg

Image credit: Photo by Fort Rucker shared under CC-BY-2.0.

%%bash
python -m openpifpaf.predict coco/000000147740.jpg -q --image-output
IPython.display.Image('coco/000000147740.jpg.predictions.jpeg')
_images/examples_8_0.jpg

Image credit: Photo by CCFoodTravel.com shared under CC-BY-2.0.

%%bash
python -m openpifpaf.predict coco/000000541055.jpg -q --image-output
IPython.display.Image('coco/000000541055.jpg.predictions.jpeg')
_images/examples_11_0.jpg

Image credit: Photo by Jarrod Doll shared under CC-BY-2.0.

Debug Outputs#

%%bash
python -m openpifpaf.predict coco/000000541055_cropped.jpeg -q --image-output --debug-indices cif:5 cifhr:5 caf:5 --save-all=coco_debug_example
IPython.display.Image('coco_debug_example/00000001.jpeg')  # cif:5:confidence
_images/examples_15_0.jpg
IPython.display.Image('coco_debug_example/00000002.jpeg')  # cif:5:regression
_images/examples_16_0.jpg
IPython.display.Image('coco_debug_example/00000005.jpeg')  # cifhr:5
_images/examples_17_0.jpg
IPython.display.Image('coco_debug_example/00000003.jpeg')  # caf:5:confidence
_images/examples_18_0.jpg
IPython.display.Image('coco_debug_example/00000004.jpeg')  # caf:5:regression
_images/examples_19_0.jpg

Image credit: Photo by Jarrod Doll shared under CC-BY-2.0.