README.md

metadata

title: Segmentation
emoji: 📉
colorFrom: indigo
colorTo: red
sdk: gradio
sdk_version: 5.19.0
app_file: app.py
pinned: false

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

Sending image file to api

curl -X POST "https://alexgenovese-segmentation.hf.space/segment"
-F "data=[{"type": "image", "value": null}]"
-F "data=@woman_with_bag.jpeg"
-H "Content-Type: multipart/form-data"
-o response.json

Sending image file to api

curl -X POST "https://alexgenovese-segmentation.hf.space/segment"
-H "accept: application/json"
-H "Content-Type: multipart/form-data"
-F "file=@woman_with_bag.jpeg"
-o response.json

Sending image in base 64 to api

1. base64 woman_with_bag.jpeg > image.b64

2. curl -X POST "https://alexgenovese-segmentation.hf.space/segment"
   -H "Content-Type: application/json"
   -d "{"image_base64": "$(cat image.b64)"}"

or

curl -X POST "https://alexgenovese-segmentation.hf.space/segment"
-H "Content-Type: application/json"
-d "{"image_base64": "$(base64 woman_with_bag.jpeg)"}"

Output

{"mask":"data:image/png;base64...","annotations":{"mask":[[]]"label":"fashion"}}

Segmetn-url endpoint

curl -X POST "https://alexgenovese-segmentation.hf.space/segment-url"
-H "Content-Type: application/json"
-d '{ "url": "https://plus.unsplash.com/premium_photo-1673210886161-bfcc40f54d1f?ixlib=rb-4.0.3&ixid=MnwxMjA3fDB8MHxzZWFyY2h8MXx8cGVyc29uJTIwc3RhbmRpbmd8ZW58MHx8MHx8&w=1000&q=80" }'
-o response.json

Segment-clothes-url

curl -X POST "https://alexgenovese-segmentation.hf.space/segment-clothes-url"
-H "Content-Type: application/json"
-d '{ "url": "https://plus.unsplash.com/premium_photo-1673210886161-bfcc40f54d1f?ixlib=rb-4.0.3&ixid=MnwxMjA3fDB8MHxzZWFyY2h8MXx8cGVyc29uJTIwc3RhbmRpbmd8ZW58MHx8MHx8&w=1000&q=80" }'
-o response.json

Convert to ONNX file

For the fashion segmentation model:

python convert_to_onnx.py --model "sayeed99/segformer-b3-fashion" --output "models/fashion_segformer.onnx"

For the clothes segmentation model:

python convert_to_onnx.py --model "mattmdjaga/segformer_b2_clothes" --output "models/clothes_segformer.onnx"

Convert To Onnx file

python3 hf_onnx_converter.py
--source "mattmdjaga/segformer_b2_clothes"
--target "alexgenovese/segformer-onnx"