Total runs:
3.9K
Run Growth:
-198
Growth Rate:
-5.14%
Sponsored by
APIMart
zeromodels / maskformer-swin-tiny-ade
Model's Last Updated: August 27 2026
image-segmentation
Introduction of maskformer-swin-tiny-ade
Model Details of maskformer-swin-tiny-ade
See our collection for all versions of MaskFormer.
Run MaskFormer with Keras 3: JAX, PyTorch, or TensorFlow
kerasformers/maskformer-swin-tiny-ade
Paper: Per-Pixel Classification is Not All You Need for Semantic Segmentation (arXiv:2107.06278) · HF Papers
MaskFormer reframes segmentation as mask classification: a backbone and pixel decoder feed a transformer decoder whose queries each predict a binary mask and a class. One architecture covers semantic, instance, and panoptic outputs via post-processing.
For more details on the model, please go to the upstream model card .
Pure-
Keras 3
conversion of
facebook/maskformer-swin-tiny-ade
for
kerasformers
. One implementation runs unmodified on
TensorFlow / Torch / JAX
.
This is a
universal segmentation
checkpoint (
MaskFormerUniversalSegment
) trained on ADE20K.
✨ Quick start
import os
os.environ["KERAS_BACKEND"] = "torch" # or "jax" / "tensorflow"
from PIL import Image
from kerasformers.models.maskformer import MaskFormerUniversalSegment, MaskFormerImageProcessor
model = MaskFormerUniversalSegment.from_weights("kerasformers/maskformer-swin-tiny-ade")
processor = MaskFormerImageProcessor.from_weights("kerasformers/maskformer-swin-tiny-ade")
image = Image.open("your_image.jpg").convert("RGB")
output = model(processor(image)["pixel_values"], training=False)
result = processor.post_process_panoptic_segmentation(
output, target_size=(image.height, image.width)
)
print(result["segmentation"].shape)
Load any MaskFormer variant the same way with
from_weights("kerasformers/<variant>")
:
| Variant | Hub | Dataset |
|---|---|---|
maskformer-swin-tiny-coco
|
kerasformers/maskformer-swin-tiny-coco
|
COCO |
maskformer-swin-small-coco
|
kerasformers/maskformer-swin-small-coco
|
COCO |
maskformer-swin-base-coco
|
kerasformers/maskformer-swin-base-coco
|
COCO |
maskformer-swin-tiny-ade
|
kerasformers/maskformer-swin-tiny-ade
|
ADE20K |
maskformer-swin-base-ade
|
kerasformers/maskformer-swin-base-ade
|
ADE20K |
Tips
-
Set
KERAS_BACKENDbefore importing Keras / kerasformers. -
Prefer
MaskFormerImageProcessor.from_weights(...)so resolution matches the variant. - See MaskFormer docs and Loading Weights .
-
Community / upstream weights:
MaskFormerUniversalSegment.from_weights("hf:facebook/maskformer-swin-tiny-ade").
Special Thanks
A huge thank you to the Facebook AI Research MaskFormer authors for creating and releasing these models.
License: CC-BY-NC-4.0 (non-commercial).
Runs of zeromodels maskformer-swin-tiny-ade on huggingface.co
32
Total runs
0
24-hour runs
3
3-day runs
-11
7-day runs
3
30-day runs
More Information About maskformer-swin-tiny-ade huggingface.co Model
Url of maskformer-swin-tiny-ade
maskformer-swin-tiny-ade huggingface.co Url
Provider of maskformer-swin-tiny-ade huggingface.co
Other API from zeromodels
Updated:August 27 2026
Total runs:
696
Run Growth:
653
Growth Rate:
93.82%
Total runs:
683
Run Growth:
649
Growth Rate:
95.02%
Total runs:
655
Run Growth:
557
Growth Rate:
85.04%
Total runs:
74
Run Growth:
-213
Growth Rate:
-287.84%
Total runs:
65
Run Growth:
29
Growth Rate:
44.62%
Total runs:
61
Run Growth:
20
Growth Rate:
32.79%
Total runs:
58
Run Growth:
-10
Growth Rate:
-17.86%
Total runs:
53
Run Growth:
8
Growth Rate:
15.09%
Total runs:
51
Run Growth:
17
Growth Rate:
33.33%
Total runs:
51
Run Growth:
9
Growth Rate:
17.31%
Total runs:
50
Run Growth:
-583
Growth Rate:
-1166.00%
Total runs:
48
Run Growth:
8
Growth Rate:
16.67%
Total runs:
46
Run Growth:
9
Growth Rate:
20.00%
Total runs:
46
Run Growth:
-10
Growth Rate:
-21.74%
Total runs:
45
Run Growth:
1
Growth Rate:
2.22%
Total runs:
44
Run Growth:
-1
Growth Rate:
-2.27%
Total runs:
44
Run Growth:
13
Growth Rate:
29.55%
Total runs:
43
Run Growth:
-412
Growth Rate:
-958.14%
Total runs:
43
Run Growth:
4
Growth Rate:
9.30%
Total runs:
43
Run Growth:
14
Growth Rate:
32.56%
Total runs:
42
Run Growth:
0
Growth Rate:
0.00%
Total runs:
42
Run Growth:
-32
Growth Rate:
-76.19%
Total runs:
41
Run Growth:
6
Growth Rate:
14.63%
Total runs:
41
Run Growth:
-87
Growth Rate:
-212.20%
Total runs:
40
Run Growth:
-229
Growth Rate:
-572.50%
Total runs:
39
Run Growth:
-14
Growth Rate:
-35.90%
Total runs:
38
Run Growth:
-1
Growth Rate:
-2.78%
Total runs:
38
Run Growth:
-3
Growth Rate:
-7.69%
Total runs:
38
Run Growth:
3
Growth Rate:
7.89%
Total runs:
38
Run Growth:
-114
Growth Rate:
-316.67%
Total runs:
38
Run Growth:
4
Growth Rate:
10.53%
Total runs:
38
Run Growth:
2
Growth Rate:
5.26%
Total runs:
37
Run Growth:
2
Growth Rate:
5.41%
Total runs:
37
Run Growth:
6
Growth Rate:
16.22%
Total runs:
37
Run Growth:
2
Growth Rate:
5.41%
Total runs:
37
Run Growth:
-47
Growth Rate:
-127.03%
Total runs:
37
Run Growth:
-551
Growth Rate:
-1489.19%
Total runs:
37
Run Growth:
-6
Growth Rate:
-16.22%
Total runs:
36
Run Growth:
-14
Growth Rate:
-38.89%
Total runs:
36
Run Growth:
-2
Growth Rate:
-5.56%
Total runs:
35
Run Growth:
-12
Growth Rate:
-34.29%
Total runs:
35
Run Growth:
-5
Growth Rate:
-14.29%
Total runs:
34
Run Growth:
2
Growth Rate:
5.88%
Total runs:
34
Run Growth:
-8
Growth Rate:
-23.53%
Total runs:
34
Run Growth:
-18
Growth Rate:
-52.94%
Total runs:
34
Run Growth:
-839
Growth Rate:
-2467.65%
Total runs:
34
Run Growth:
-4
Growth Rate:
-11.76%
Total runs:
33
Run Growth:
-3
Growth Rate:
-9.09%
Total runs:
33
Run Growth:
-43
Growth Rate:
-130.30%
Total runs:
33
Run Growth:
-8
Growth Rate:
-25.00%
Total runs:
33
Run Growth:
-21
Growth Rate:
-100.00%
Total runs:
33
Run Growth:
-11
Growth Rate:
-33.33%
Total runs:
33
Run Growth:
-129
Growth Rate:
-390.91%
Total runs:
33
Run Growth:
-9
Growth Rate:
-27.27%
Total runs:
33
Run Growth:
-20
Growth Rate:
-58.82%
Total runs:
33
Run Growth:
-6
Growth Rate:
-18.18%
Total runs:
33
Run Growth:
-3
Growth Rate:
-9.09%
Total runs:
32
Run Growth:
1
Growth Rate:
3.13%
Total runs:
32
Run Growth:
-71
Growth Rate:
-221.88%
Total runs:
32
Run Growth:
4
Growth Rate:
12.50%
Total runs:
31
Run Growth:
-6
Growth Rate:
-18.75%
Total runs:
31
Run Growth:
-9
Growth Rate:
-29.03%
Total runs:
31
Run Growth:
-4
Growth Rate:
-12.90%
Total runs:
31
Run Growth:
-7
Growth Rate:
-22.58%
Total runs:
30
Run Growth:
-4
Growth Rate:
-13.33%
Total runs:
30
Run Growth:
-17
Growth Rate:
-56.67%
Total runs:
30
Run Growth:
-21
Growth Rate:
-70.00%
Total runs:
30
Run Growth:
-12
Growth Rate:
-40.00%
Total runs:
29
Run Growth:
-9
Growth Rate:
-31.03%
Total runs:
29
Run Growth:
-11
Growth Rate:
-37.93%
Total runs:
29
Run Growth:
-9
Growth Rate:
-31.03%
Total runs:
29
Run Growth:
-7
Growth Rate:
-24.14%
Total runs:
28
Run Growth:
-22
Growth Rate:
-78.57%
Total runs:
28
Run Growth:
-15
Growth Rate:
-53.57%
Total runs:
28
Run Growth:
-642
Growth Rate:
-2292.86%
Total runs:
28
Run Growth:
-7
Growth Rate:
-25.00%
Total runs:
28
Run Growth:
-13
Growth Rate:
-46.43%
Total runs:
28
Run Growth:
-5
Growth Rate:
-17.86%
Total runs:
28
Run Growth:
-100
Growth Rate:
-357.14%
Total runs:
27
Run Growth:
-10
Growth Rate:
-37.04%
Total runs:
27
Run Growth:
-11
Growth Rate:
-39.29%
Total runs:
27
Run Growth:
-7
Growth Rate:
-25.93%
Total runs:
26
Run Growth:
-21
Growth Rate:
-80.77%
Total runs:
26
Run Growth:
-20
Growth Rate:
-76.92%
Total runs:
26
Run Growth:
-8
Growth Rate:
-30.77%
Total runs:
26
Run Growth:
-818
Growth Rate:
-3146.15%
Total runs:
26
Run Growth:
-14
Growth Rate:
-53.85%
Total runs:
26
Run Growth:
-7
Growth Rate:
-26.92%
Total runs:
26
Run Growth:
-14
Growth Rate:
-53.85%
Total runs:
25
Run Growth:
-9
Growth Rate:
-36.00%
Total runs:
25
Run Growth:
-643
Growth Rate:
-2572.00%
Total runs:
25
Run Growth:
-1
Growth Rate:
-3.70%
Total runs:
25
Run Growth:
-18
Growth Rate:
-72.00%
Total runs:
24
Run Growth:
-834
Growth Rate:
-3475.00%