Total runs:
54.3K
Run Growth:
13.6K
Growth Rate:
24.46%
Sponsored by
APIMaster
smp-hub / upernet-convnext-tiny
Model's Last Updated: April 13 2025
image-segmentation
Introduction of upernet-convnext-tiny
Model Details of upernet-convnext-tiny
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-tiny"
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_tiny.in12k_ft_in1k",
"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-tiny on huggingface.co
65
Total runs
0
24-hour runs
1
3-day runs
7
7-day runs
53
30-day runs
More Information About upernet-convnext-tiny huggingface.co Model
Url of upernet-convnext-tiny
upernet-convnext-tiny huggingface.co Url
Provider of upernet-convnext-tiny huggingface.co
Other API from smp-hub
Updated:January 16 2025
Total runs:
44.8K
Run Growth:
-6.4K
Growth Rate:
-14.23%
Total runs:
42.3K
Run Growth:
4.3K
Growth Rate:
10.23%
Total runs:
26.9K
Run Growth:
2.0K
Growth Rate:
7.41%
Total runs:
17.8K
Run Growth:
-119.3K
Growth Rate:
-690.50%
Total runs:
6.2K
Run Growth:
610
Growth Rate:
10.02%
Total runs:
4.6K
Run Growth:
847
Growth Rate:
17.61%
Total runs:
4.6K
Run Growth:
257
Growth Rate:
5.43%
Total runs:
4.2K
Run Growth:
609
Growth Rate:
14.47%
Total runs:
3.7K
Run Growth:
3.0K
Growth Rate:
83.84%
Total runs:
3.5K
Run Growth:
-3.4K
Growth Rate:
-98.42%
Total runs:
2.4K
Run Growth:
1.1K
Growth Rate:
45.90%
Total runs:
2.2K
Run Growth:
146
Growth Rate:
6.64%
Total runs:
1.7K
Run Growth:
404
Growth Rate:
23.07%
Total runs:
1.6K
Run Growth:
-53
Growth Rate:
-3.26%
Total runs:
1.5K
Run Growth:
646
Growth Rate:
45.69%
Total runs:
1.3K
Run Growth:
482
Growth Rate:
36.13%
Total runs:
1.3K
Run Growth:
243
Growth Rate:
18.95%
Total runs:
1.3K
Run Growth:
191
Growth Rate:
15.10%
Total runs:
1.2K
Run Growth:
303
Growth Rate:
26.01%
Total runs:
1.1K
Run Growth:
455
Growth Rate:
42.92%
Total runs:
1.0K
Run Growth:
6
Growth Rate:
0.60%
Total runs:
1.0K
Run Growth:
375
Growth Rate:
36.51%
Total runs:
807
Run Growth:
194
Growth Rate:
24.22%
Total runs:
758
Run Growth:
646
Growth Rate:
85.79%
Total runs:
674
Run Growth:
-522
Growth Rate:
-78.03%
Total runs:
618
Run Growth:
-249
Growth Rate:
-36.40%
Total runs:
572
Run Growth:
156
Growth Rate:
27.04%
Total runs:
524
Run Growth:
157
Growth Rate:
29.18%
Total runs:
314
Run Growth:
203
Growth Rate:
72.24%
Total runs:
296
Run Growth:
85
Growth Rate:
27.87%
Total runs:
281
Run Growth:
102
Growth Rate:
35.92%
Total runs:
222
Run Growth:
208
Growth Rate:
93.69%
Total runs:
213
Run Growth:
86
Growth Rate:
40.57%
Total runs:
177
Run Growth:
87
Growth Rate:
50.58%
Total runs:
173
Run Growth:
139
Growth Rate:
80.35%
Total runs:
158
Run Growth:
119
Growth Rate:
75.80%
Total runs:
144
Run Growth:
-321
Growth Rate:
-218.37%
Total runs:
144
Run Growth:
106
Growth Rate:
76.26%
Total runs:
143
Run Growth:
-23
Growth Rate:
-17.42%
Total runs:
136
Run Growth:
-29
Growth Rate:
-22.14%
Total runs:
129
Run Growth:
53
Growth Rate:
40.77%
Total runs:
122
Run Growth:
114
Growth Rate:
93.44%
Total runs:
119
Run Growth:
-115
Growth Rate:
-96.64%
Total runs:
114
Run Growth:
23
Growth Rate:
22.33%
Total runs:
107
Run Growth:
-88
Growth Rate:
-74.58%
Total runs:
97
Run Growth:
58
Growth Rate:
75.32%
Total runs:
86
Run Growth:
59
Growth Rate:
61.46%
Total runs:
85
Run Growth:
42
Growth Rate:
51.22%
Total runs:
66
Run Growth:
19
Growth Rate:
30.16%
Total runs:
64
Run Growth:
53
Growth Rate:
85.48%
Total runs:
61
Run Growth:
11
Growth Rate:
18.33%
Total runs:
55
Run Growth:
31
Growth Rate:
57.41%
Total runs:
49
Run Growth:
1
Growth Rate:
2.22%
Total runs:
47
Run Growth:
2
Growth Rate:
4.76%
Total runs:
44
Run Growth:
0
Growth Rate:
0.00%
Total runs:
42
Run Growth:
37
Growth Rate:
84.09%
Total runs:
39
Run Growth:
-2
Growth Rate:
-5.26%
Total runs:
35
Run Growth:
10
Growth Rate:
29.41%
Total runs:
34
Run Growth:
28
Growth Rate:
80.00%
Total runs:
33
Run Growth:
23
Growth Rate:
71.88%
Total runs:
31
Run Growth:
-8
Growth Rate:
-26.67%
Total runs:
26
Run Growth:
13
Growth Rate:
61.90%
Total runs:
25
Run Growth:
0
Growth Rate:
0.00%
Total runs:
25
Run Growth:
0
Growth Rate:
0.00%
Total runs:
24
Run Growth:
18
Growth Rate:
75.00%
Total runs:
20
Run Growth:
11
Growth Rate:
61.11%
Total runs:
19
Run Growth:
7
Growth Rate:
36.84%
Total runs:
19
Run Growth:
1
Growth Rate:
5.88%
Total runs:
19
Run Growth:
7
Growth Rate:
36.84%
Total runs:
19
Run Growth:
5
Growth Rate:
27.78%
Total runs:
19
Run Growth:
9
Growth Rate:
52.94%
Total runs:
19
Run Growth:
3
Growth Rate:
16.67%
Total runs:
19
Run Growth:
12
Growth Rate:
70.59%
Total runs:
17
Run Growth:
1
Growth Rate:
5.56%
Total runs:
17
Run Growth:
1
Growth Rate:
6.25%
Total runs:
16
Run Growth:
7
Growth Rate:
46.67%
Total runs:
15
Run Growth:
7
Growth Rate:
46.67%
Total runs:
15
Run Growth:
7
Growth Rate:
50.00%
Total runs:
14
Run Growth:
-2
Growth Rate:
-15.38%
Total runs:
14
Run Growth:
-7
Growth Rate:
-70.00%