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Sponsored by
APIMart
smp-hub / upernet-convnext-xlarge
Model's Last Updated: April 13 2025
image-segmentation
Introduction of upernet-convnext-xlarge
Model Details of upernet-convnext-xlarge
UPerNet Model Card
Table of Contents:
Load trained model
- Install requirements.
pip install -U segmentation_models_pytorch albumentations
- Run inference.
import torch
import requests
import numpy as np
import albumentations as A
import segmentation_models_pytorch as smp
from PIL import Image
device = "cuda" if torch.cuda.is_available() else "cpu"
# Load pretrained model and preprocessing function
checkpoint = "smp-hub/upernet-convnext-xlarge"
model = smp.from_pretrained(checkpoint).eval().to(device)
preprocessing = A.Compose.from_pretrained(checkpoint)
# Load image
url = "https://huggingface.co/datasets/hf-internal-testing/fixtures_ade20k/resolve/main/ADE_val_00000001.jpg"
image = Image.open(requests.get(url, stream=True).raw)
# Preprocess image
np_image = np.array(image)
normalized_image = preprocessing(image=np_image)["image"]
input_tensor = torch.as_tensor(normalized_image)
input_tensor = input_tensor.permute(2, 0, 1).unsqueeze(0) # HWC -> BCHW
input_tensor = input_tensor.to(device)
# Perform inference
with torch.no_grad():
output_mask = model(input_tensor)
# Postprocess mask
mask = mask.argmax(1).cpu().numpy() # argmax over predicted classes (channels dim)
Model init parameters
model_init_params = {
"encoder_name": "tu-convnext_xlarge",
"encoder_depth": 5,
"encoder_weights": None,
"decoder_channels": 512,
"decoder_use_norm": "batchnorm",
"in_channels": 3,
"classes": 150,
"activation": None,
"upsampling": 4,
"aux_params": None
}
Dataset
Dataset name: ADE20K
More Information
- Library: https://github.com/qubvel/segmentation_models.pytorch
- Docs: https://smp.readthedocs.io/en/latest/
This model has been pushed to the Hub using the PytorchModelHubMixin
Runs of smp-hub upernet-convnext-xlarge on huggingface.co
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More Information About upernet-convnext-xlarge huggingface.co Model
Url of upernet-convnext-xlarge
upernet-convnext-xlarge huggingface.co Url
Provider of upernet-convnext-xlarge huggingface.co
Other API from smp-hub
Updated:January 16 2025
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