Total runs:
3.9K
Run Growth:
-198
Growth Rate:
-5.14%
Sponsored by
iMean AI Trip Planner
zeromodels / beit-large-patch16-224-pt22k-ft22k
Model's Last Updated: August 30 2026
image-classification
Introduction of beit-large-patch16-224-pt22k-ft22k
Model Details of beit-large-patch16-224-pt22k-ft22k
See our collection for all versions of BEiT.
Run BEiT with Keras 3: JAX, PyTorch, or TensorFlow
zeromodels/beit-large-patch16-224-pt22k-ft22k
Paper: BEiT: BERT Pre-Training of Image Transformers (arXiv:2106.08254) · HF Papers
BEiT is a ViT-family vision transformer with a per-layer relative position bias, a learnable layer scale on each residual branch, and mean pooling of the patch tokens. Large backbone fine-tuned on ImageNet-22k (21841 classes).
For more details on the model, please go to Microsoft's original model card .
Pure-
Keras 3
conversion of
microsoft/beit-large-patch16-224-pt22k-ft22k
for
zeromodels
. One implementation runs unmodified on
TensorFlow / Torch / JAX
.
This is a
image classification
checkpoint (
BeitImageClassify
).
✨ Quick start
import os
os.environ["KERAS_BACKEND"] = "torch" # or "jax" / "tensorflow"
from PIL import Image
from zeromodels.models.beit import BeitImageClassify, BeitModel, BeitImageProcessor
model = BeitImageClassify.from_weights("zeromodels/beit-large-patch16-224-pt22k-ft22k")
processor = BeitImageProcessor.from_weights("zeromodels/beit-large-patch16-224-pt22k-ft22k")
image = Image.open("your_image.jpg").convert("RGB")
pixels = processor(image) # resize + normalize (normalization lives in the processor)
logits = model(pixels, training=False)
print(logits.shape) # (1, num_classes)
# Feature extraction: the backbone without the classifier head
backbone = BeitModel.from_weights("zeromodels/beit-large-patch16-224-pt22k-ft22k", as_backbone=True)
features = backbone(pixels, training=False)
Load any BEiT variant the same way with
from_weights("zeromodels/<variant>")
:
| Variant | Hub | Task |
|---|---|---|
beit-base-patch16-224
|
zeromodels/beit-base-patch16-224
|
image classification |
beit-large-patch16-224
|
zeromodels/beit-large-patch16-224
|
image classification |
beit-large-patch16-512
|
zeromodels/beit-large-patch16-512
|
image classification |
beit-base-patch16-224-pt22k-ft22k
|
zeromodels/beit-base-patch16-224-pt22k-ft22k
|
image classification |
beit-large-patch16-224-pt22k-ft22k
|
zeromodels/beit-large-patch16-224-pt22k-ft22k
|
image classification |
beit-base-finetuned-ade-640-640
|
zeromodels/beit-base-finetuned-ade-640-640
|
semantic segmentation |
beit-large-finetuned-ade-640-640
|
zeromodels/beit-large-finetuned-ade-640-640
|
semantic segmentation |
Tips
-
Set
KERAS_BACKENDbefore importing Keras / zeromodels. -
Normalization (0.5/0.5) is baked into the model, so pass raw
[0, 255]pixels. -
Classification uses
BeitImageClassify; semantic segmentation usesBeitSemanticSegmentand returns logits at a quarter of the input resolution (upsample theargmaxmap to the input size). -
BeitModel.from_weights(..., as_backbone=True)returns the per-block token sequences for feature extraction. - See BEiT docs and Loading Weights .
-
Community / upstream safetensors still work via the
hf:prefix, e.g.BeitImageClassify.from_weights("hf:microsoft/beit-large-patch16-224-pt22k-ft22k").
Special Thanks
A huge thank you to the Microsoft Research BEiT authors for creating and releasing these models.
License: Apache 2.0.
Runs of zeromodels beit-large-patch16-224-pt22k-ft22k on huggingface.co
20
Total runs
0
24-hour runs
0
3-day runs
-18
7-day runs
0
30-day runs
More Information About beit-large-patch16-224-pt22k-ft22k huggingface.co Model
Url of beit-large-patch16-224-pt22k-ft22k
beit-large-patch16-224-pt22k-ft22k huggingface.co Url
Provider of beit-large-patch16-224-pt22k-ft22k huggingface.co
Other API from zeromodels
Updated:August 27 2026
Total runs:
557
Run Growth:
423
Growth Rate:
75.94%
Total runs:
545
Run Growth:
417
Growth Rate:
76.51%
Total runs:
510
Run Growth:
324
Growth Rate:
63.53%
Total runs:
76
Run Growth:
-209
Growth Rate:
-275.00%
Total runs:
65
Run Growth:
29
Growth Rate:
44.62%
Total runs:
58
Run Growth:
-5
Growth Rate:
-8.62%
Total runs:
55
Run Growth:
21
Growth Rate:
38.18%
Total runs:
53
Run Growth:
22
Growth Rate:
41.51%
Total runs:
51
Run Growth:
22
Growth Rate:
43.14%
Total runs:
51
Run Growth:
17
Growth Rate:
33.33%
Total runs:
47
Run Growth:
9
Growth Rate:
19.15%
Total runs:
47
Run Growth:
10
Growth Rate:
21.28%
Total runs:
46
Run Growth:
6
Growth Rate:
13.04%
Total runs:
44
Run Growth:
5
Growth Rate:
11.36%
Total runs:
43
Run Growth:
-598
Growth Rate:
-1390.70%
Total runs:
43
Run Growth:
-22
Growth Rate:
-51.16%
Total runs:
43
Run Growth:
14
Growth Rate:
32.56%
Total runs:
43
Run Growth:
14
Growth Rate:
32.56%
Total runs:
42
Run Growth:
6
Growth Rate:
13.95%
Total runs:
42
Run Growth:
0
Growth Rate:
0.00%
Total runs:
42
Run Growth:
-3
Growth Rate:
-7.14%
Total runs:
41
Run Growth:
7
Growth Rate:
17.07%
Total runs:
41
Run Growth:
-547
Growth Rate:
-1334.15%
Total runs:
40
Run Growth:
-229
Growth Rate:
-572.50%
Total runs:
40
Run Growth:
-103
Growth Rate:
-257.50%
Total runs:
39
Run Growth:
0
Growth Rate:
0.00%
Total runs:
39
Run Growth:
7
Growth Rate:
17.95%
Total runs:
38
Run Growth:
0
Growth Rate:
0.00%
Total runs:
38
Run Growth:
7
Growth Rate:
18.42%
Total runs:
38
Run Growth:
3
Growth Rate:
7.89%
Total runs:
38
Run Growth:
-105
Growth Rate:
-276.32%
Total runs:
38
Run Growth:
4
Growth Rate:
10.53%
Total runs:
38
Run Growth:
2
Growth Rate:
5.26%
Total runs:
38
Run Growth:
6
Growth Rate:
15.79%
Total runs:
37
Run Growth:
-5
Growth Rate:
-13.51%
Total runs:
37
Run Growth:
-47
Growth Rate:
-127.03%
Total runs:
36
Run Growth:
-414
Growth Rate:
-1150.00%
Total runs:
36
Run Growth:
-97
Growth Rate:
-269.44%
Total runs:
35
Run Growth:
4
Growth Rate:
11.43%
Total runs:
35
Run Growth:
-12
Growth Rate:
-34.29%
Total runs:
35
Run Growth:
1
Growth Rate:
2.86%
Total runs:
34
Run Growth:
6
Growth Rate:
17.14%
Total runs:
34
Run Growth:
4
Growth Rate:
11.11%
Total runs:
34
Run Growth:
-5
Growth Rate:
-14.71%
Total runs:
34
Run Growth:
-5
Growth Rate:
-14.29%
Total runs:
34
Run Growth:
-6
Growth Rate:
-17.65%
Total runs:
34
Run Growth:
-830
Growth Rate:
-2441.18%
Total runs:
34
Run Growth:
-14
Growth Rate:
-41.18%
Total runs:
33
Run Growth:
-14
Growth Rate:
-42.42%
Total runs:
33
Run Growth:
-148
Growth Rate:
-448.48%
Total runs:
33
Run Growth:
4
Growth Rate:
12.12%
Total runs:
33
Run Growth:
2
Growth Rate:
6.06%
Total runs:
32
Run Growth:
-6
Growth Rate:
-18.75%
Total runs:
32
Run Growth:
-15
Growth Rate:
-46.88%
Total runs:
32
Run Growth:
-125
Growth Rate:
-390.63%
Total runs:
32
Run Growth:
-17
Growth Rate:
-53.13%
Total runs:
32
Run Growth:
-5
Growth Rate:
-15.63%
Total runs:
32
Run Growth:
4
Growth Rate:
12.50%
Total runs:
32
Run Growth:
-99
Growth Rate:
-309.38%
Total runs:
32
Run Growth:
-3
Growth Rate:
-9.38%
Total runs:
31
Run Growth:
-8
Growth Rate:
-25.81%
Total runs:
31
Run Growth:
-7
Growth Rate:
-22.58%
Total runs:
31
Run Growth:
-6
Growth Rate:
-19.35%
Total runs:
31
Run Growth:
-7
Growth Rate:
-22.58%
Total runs:
30
Run Growth:
-6
Growth Rate:
-20.00%
Total runs:
30
Run Growth:
-12
Growth Rate:
-40.00%
Total runs:
30
Run Growth:
-17
Growth Rate:
-51.52%
Total runs:
30
Run Growth:
-6
Growth Rate:
-20.00%
Total runs:
30
Run Growth:
-115
Growth Rate:
-383.33%
Total runs:
30
Run Growth:
-93
Growth Rate:
-310.00%
Total runs:
29
Run Growth:
-4
Growth Rate:
-13.79%
Total runs:
29
Run Growth:
-12
Growth Rate:
-41.38%
Total runs:
29
Run Growth:
-16
Growth Rate:
-55.17%
Total runs:
29
Run Growth:
-3
Growth Rate:
-10.34%
Total runs:
29
Run Growth:
-9
Growth Rate:
-31.03%
Total runs:
29
Run Growth:
-6
Growth Rate:
-20.69%
Total runs:
28
Run Growth:
-3
Growth Rate:
-10.71%
Total runs:
28
Run Growth:
-14
Growth Rate:
-50.00%
Total runs:
28
Run Growth:
-16
Growth Rate:
-57.14%
Total runs:
28
Run Growth:
-9
Growth Rate:
-32.14%
Total runs:
28
Run Growth:
-12
Growth Rate:
-42.86%
Total runs:
27
Run Growth:
-5
Growth Rate:
-18.52%
Total runs:
27
Run Growth:
-20
Growth Rate:
-74.07%
Total runs:
27
Run Growth:
-11
Growth Rate:
-40.74%
Total runs:
27
Run Growth:
-11
Growth Rate:
-40.74%
Total runs:
27
Run Growth:
-807
Growth Rate:
-2988.89%
Total runs:
27
Run Growth:
-7
Growth Rate:
-25.93%
Total runs:
27
Run Growth:
-7
Growth Rate:
-25.93%
Total runs:
26
Run Growth:
-641
Growth Rate:
-2465.38%
Total runs:
26
Run Growth:
-11
Growth Rate:
-42.31%
Total runs:
26
Run Growth:
-5
Growth Rate:
-19.23%
Total runs:
26
Run Growth:
-23
Growth Rate:
-88.46%
Total runs:
26
Run Growth:
-12
Growth Rate:
-46.15%
Total runs:
26
Run Growth:
-29
Growth Rate:
-111.54%
Total runs:
25
Run Growth:
-832
Growth Rate:
-3328.00%