Total runs:
782.2K
Run Growth:
379.0K
Growth Rate:
48.45%
Sponsored by
Agentkit
Intel / dpt-beit-base-384
Model's Last Updated: December 11 2023
depth-estimation
Introduction of dpt-beit-base-384
Model Details of dpt-beit-base-384
DPT 3.1 (BEiT backbone)
DPT (Dense Prediction Transformer) model trained on 1.4 million images for monocular depth estimation. It was introduced in the paper Vision Transformers for Dense Prediction by Ranftl et al. (2021) and first released in this repository .
Disclaimer: The team releasing DPT did not write a model card for this model so this model card has been written by the Hugging Face team.
Model description
This DPT model uses the BEiT model as backbone and adds a neck + head on top for monocular depth estimation.
How to use
Here is how to use this model for zero-shot depth estimation on an image:
from transformers import DPTImageProcessor, DPTForDepthEstimation
import torch
import numpy as np
from PIL import Image
import requests
url = "http://images.cocodataset.org/val2017/000000039769.jpg"
image = Image.open(requests.get(url, stream=True).raw)
processor = DPTImageProcessor.from_pretrained("Intel/dpt-beit-base-384")
model = DPTForDepthEstimation.from_pretrained("Intel/dpt-beit-base-384")
# prepare image for the model
inputs = processor(images=image, return_tensors="pt")
with torch.no_grad():
outputs = model(**inputs)
predicted_depth = outputs.predicted_depth
# interpolate to original size
prediction = torch.nn.functional.interpolate(
predicted_depth.unsqueeze(1),
size=image.size[::-1],
mode="bicubic",
align_corners=False,
)
# visualize the prediction
output = prediction.squeeze().cpu().numpy()
formatted = (output * 255 / np.max(output)).astype("uint8")
depth = Image.fromarray(formatted)
or one can use the pipeline API:
from transformers import pipeline
pipe = pipeline(task="depth-estimation", model="Intel/dpt-beit-base-384")
result = pipe("http://images.cocodataset.org/val2017/000000039769.jpg")
result["depth"]
Runs of Intel dpt-beit-base-384 on huggingface.co
326
Total runs
0
24-hour runs
-6
3-day runs
-35
7-day runs
-3.4K
30-day runs
More Information About dpt-beit-base-384 huggingface.co Model
Url of dpt-beit-base-384
dpt-beit-base-384 huggingface.co Url
Provider of dpt-beit-base-384 huggingface.co
Other API from Intel
Updated:February 09 2024
Total runs:
271.1K
Run Growth:
102.5K
Growth Rate:
37.82%
Total runs:
264.5K
Run Growth:
220.7K
Growth Rate:
83.44%
Total runs:
135.9K
Run Growth:
117.4K
Growth Rate:
86.36%
Total runs:
103.8K
Run Growth:
-11.7K
Growth Rate:
-11.27%
Total runs:
69.3K
Run Growth:
-256.0K
Growth Rate:
-369.34%
Total runs:
38.0K
Run Growth:
36.0K
Growth Rate:
99.89%
Total runs:
32.7K
Run Growth:
25.2K
Growth Rate:
77.06%
Total runs:
31.2K
Run Growth:
-25.7K
Growth Rate:
-82.32%
Total runs:
25.9K
Run Growth:
4.9K
Growth Rate:
18.82%
Total runs:
24.9K
Run Growth:
24.9K
Growth Rate:
100.00%
Total runs:
22.0K
Run Growth:
6.7K
Growth Rate:
30.56%
Total runs:
21.1K
Run Growth:
4.2K
Growth Rate:
20.05%
Total runs:
18.8K
Run Growth:
-2.0K
Growth Rate:
-10.70%
Total runs:
17.9K
Run Growth:
849
Growth Rate:
4.75%
Total runs:
15.5K
Run Growth:
-65.4K
Growth Rate:
-420.79%
Total runs:
15.4K
Run Growth:
14.9K
Growth Rate:
96.66%
Total runs:
11.6K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
9.1K
Run Growth:
9.1K
Growth Rate:
100.00%
Total runs:
6.8K
Run Growth:
-20.5K
Growth Rate:
-300.86%
Total runs:
5.4K
Run Growth:
-40
Growth Rate:
-0.74%
Total runs:
5.3K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
5.1K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4.2K
Run Growth:
2.9K
Growth Rate:
70.20%
Total runs:
3.5K
Run Growth:
-216
Growth Rate:
-6.12%
Total runs:
3.5K
Run Growth:
2.9K
Growth Rate:
82.29%
Total runs:
3.4K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3.3K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3.3K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3.2K
Run Growth:
2.9K
Growth Rate:
93.63%
Total runs:
3.1K
Run Growth:
875
Growth Rate:
28.41%
Total runs:
2.2K
Run Growth:
2.1K
Growth Rate:
95.23%
Total runs:
1.9K
Run Growth:
1.9K
Growth Rate:
100.00%
Total runs:
1.9K
Run Growth:
1.2K
Growth Rate:
65.21%
Total runs:
1.8K
Run Growth:
160
Growth Rate:
8.91%
Total runs:
1.7K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1.7K
Run Growth:
-83
Growth Rate:
-4.90%
Total runs:
1.5K
Run Growth:
-1.8K
Growth Rate:
-116.35%
Total runs:
1.4K
Run Growth:
-171
Growth Rate:
-12.01%
Total runs:
1.2K
Run Growth:
457
Growth Rate:
38.08%
Total runs:
997
Run Growth:
-29
Growth Rate:
-2.91%
Total runs:
984
Run Growth:
652
Growth Rate:
66.26%
Total runs:
966
Run Growth:
718
Growth Rate:
74.33%
Total runs:
907
Run Growth:
-1.4K
Growth Rate:
-154.02%
Total runs:
852
Run Growth:
-29
Growth Rate:
-3.40%
Total runs:
843
Run Growth:
0
Growth Rate:
0.00%
Total runs:
809
Run Growth:
0
Growth Rate:
0.00%
Total runs:
808
Run Growth:
689
Growth Rate:
85.27%
Total runs:
790
Run Growth:
790
Growth Rate:
100.00%
Total runs:
753
Run Growth:
-1.2K
Growth Rate:
-162.28%
Total runs:
744
Run Growth:
651
Growth Rate:
87.50%
Total runs:
633
Run Growth:
558
Growth Rate:
88.15%
Total runs:
612
Run Growth:
487
Growth Rate:
79.58%
Total runs:
610
Run Growth:
308
Growth Rate:
50.49%
Total runs:
602
Run Growth:
37
Growth Rate:
6.15%
Total runs:
598
Run Growth:
-391
Growth Rate:
-65.38%
Total runs:
559
Run Growth:
-1.4K
Growth Rate:
-255.99%
Total runs:
530
Run Growth:
12
Growth Rate:
2.26%
Total runs:
530
Run Growth:
530
Growth Rate:
100.00%
Total runs:
529
Run Growth:
252
Growth Rate:
47.64%
Total runs:
522
Run Growth:
499
Growth Rate:
95.59%
Total runs:
515
Run Growth:
209
Growth Rate:
40.58%
Total runs:
457
Run Growth:
364
Growth Rate:
79.65%
Total runs:
456
Run Growth:
59
Growth Rate:
12.94%
Total runs:
450
Run Growth:
3
Growth Rate:
0.67%
Total runs:
431
Run Growth:
418
Growth Rate:
96.98%
Total runs:
418
Run Growth:
372
Growth Rate:
89.00%
Total runs:
416
Run Growth:
70
Growth Rate:
16.83%
Total runs:
365
Run Growth:
48
Growth Rate:
13.15%
Total runs:
363
Run Growth:
36
Growth Rate:
9.92%
Total runs:
355
Run Growth:
10
Growth Rate:
2.82%
Total runs:
340
Run Growth:
340
Growth Rate:
100.00%
Total runs:
324
Run Growth:
-1.0K
Growth Rate:
-320.99%
Total runs:
317
Run Growth:
317
Growth Rate:
100.00%
Total runs:
311
Run Growth:
-13
Growth Rate:
-4.18%
Total runs:
309
Run Growth:
285
Growth Rate:
92.23%
Total runs:
298
Run Growth:
0
Growth Rate:
0.00%
Total runs:
290
Run Growth:
-2
Growth Rate:
-0.69%
Total runs:
284
Run Growth:
-1.4K
Growth Rate:
-480.99%
Total runs:
251
Run Growth:
71
Growth Rate:
28.29%
Total runs:
238
Run Growth:
0
Growth Rate:
0.00%
Total runs:
230
Run Growth:
0
Growth Rate:
0.00%
Total runs:
230
Run Growth:
0
Growth Rate:
0.00%
Total runs:
225
Run Growth:
49
Growth Rate:
22.17%
Total runs:
209
Run Growth:
19
Growth Rate:
9.09%
Total runs:
200
Run Growth:
200
Growth Rate:
100.00%
Total runs:
198
Run Growth:
42
Growth Rate:
21.21%
Total runs:
195
Run Growth:
127
Growth Rate:
65.13%
Total runs:
184
Run Growth:
-1.8K
Growth Rate:
-988.59%
Total runs:
183
Run Growth:
128
Growth Rate:
69.95%