Hugging Face's logo

qualcomm
/
Swin-Tiny

Image Classification
PyTorch
LiteRT
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
d7312b0
·
verified ·
1 Parent(s): cc684fd

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +30 -26
README.md CHANGED
@@ -1,10 +1,10 @@
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
4
- pipeline_tag: image-classification
5
  tags:
6
  - backbone
7
  - android
 
8
 
9
  ---
10
 
@@ -35,31 +35,35 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11.894 ms | 0 - 22 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
39
- | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 11.959 ms | 0 - 27 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
40
- | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 17.556 ms | 0 - 167 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
41
- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 8.14 ms | 0 - 110 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
42
- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 8.324 ms | 1 - 107 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
43
- | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 12.03 ms | 1 - 125 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
44
- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.336 ms | 0 - 109 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
45
- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 6.23 ms | 1 - 110 MB | FP16 | NPU | Use Export Script |
46
- | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.729 ms | 1 - 120 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
47
- | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.874 ms | 0 - 26 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
 
 
 
 
 
 
 
 
 
 
 
 
48
  | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 10.66 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
49
- | Swin-Tiny | SA7255P ADP | SA7255P | TFLITE | 96.462 ms | 0 - 107 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
50
- | Swin-Tiny | SA7255P ADP | SA7255P | QNN | 94.183 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
51
- | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11.844 ms | 0 - 23 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
52
- | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | QNN | 10.574 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
53
- | Swin-Tiny | SA8295P ADP | SA8295P | TFLITE | 17.339 ms | 0 - 102 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
54
- | Swin-Tiny | SA8295P ADP | SA8295P | QNN | 15.451 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
55
- | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11.949 ms | 0 - 23 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
56
- | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.728 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
57
- | Swin-Tiny | SA8775P ADP | SA8775P | TFLITE | 16.05 ms | 0 - 107 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
58
- | Swin-Tiny | SA8775P ADP | SA8775P | QNN | 14.615 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
59
- | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 15.431 ms | 0 - 106 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
60
- | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 15.309 ms | 1 - 106 MB | FP16 | NPU | Use Export Script |
61
- | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.261 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
62
- | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 21.24 ms | 59 - 59 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
63
 
64
 
65
 
@@ -124,7 +128,7 @@ Swin-Tiny
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
  Estimated inference time (ms) : 11.9
127
- Estimated peak memory usage (MB): [0, 22]
128
  Total # Ops : 837
129
  Compute Unit(s) : NPU (837 ops)
130
  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - android
7
+ pipeline_tag: image-classification
8
 
9
  ---
10
 
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11.869 ms | 0 - 27 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
39
+ | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 10.708 ms | 1 - 3 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
40
+ | Swin-Tiny | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 17.509 ms | 0 - 209 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
41
+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 8.15 ms | 0 - 110 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
42
+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.992 ms | 1 - 20 MB | FP16 | NPU | [Swin-Tiny.so](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.so) |
43
+ | Swin-Tiny | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 12.255 ms | 1 - 119 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
44
+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.308 ms | 0 - 109 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
45
+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.31 ms | 0 - 108 MB | FP16 | NPU | Use Export Script |
46
+ | Swin-Tiny | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.606 ms | 1 - 118 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
47
+ | Swin-Tiny | SA7255P ADP | SA7255P | TFLITE | 96.509 ms | 0 - 108 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
48
+ | Swin-Tiny | SA7255P ADP | SA7255P | QNN | 94.195 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
49
+ | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11.859 ms | 0 - 24 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
50
+ | Swin-Tiny | SA8255 (Proxy) | SA8255P Proxy | QNN | 10.688 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
+ | Swin-Tiny | SA8295P ADP | SA8295P | TFLITE | 17.348 ms | 0 - 101 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
52
+ | Swin-Tiny | SA8295P ADP | SA8295P | QNN | 15.45 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
53
+ | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 11.865 ms | 4 - 28 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
54
+ | Swin-Tiny | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.736 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
55
+ | Swin-Tiny | SA8775P ADP | SA8775P | TFLITE | 16.014 ms | 0 - 108 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
56
+ | Swin-Tiny | SA8775P ADP | SA8775P | QNN | 14.616 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
57
+ | Swin-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 96.509 ms | 0 - 108 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
58
+ | Swin-Tiny | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 94.195 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
59
+ | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.849 ms | 0 - 25 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
60
  | Swin-Tiny | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 10.66 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
+ | Swin-Tiny | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 16.014 ms | 0 - 108 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
62
+ | Swin-Tiny | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 14.616 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
63
+ | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 15.404 ms | 0 - 103 MB | FP16 | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
64
+ | Swin-Tiny | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 15.357 ms | 1 - 108 MB | FP16 | NPU | Use Export Script |
65
+ | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.249 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | Swin-Tiny | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 21.602 ms | 58 - 58 MB | FP16 | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
 
 
 
 
 
 
 
 
67
 
68
 
69
 
 
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
  Estimated inference time (ms) : 11.9
131
+ Estimated peak memory usage (MB): [0, 27]
132
  Total # Ops : 837
133
  Compute Unit(s) : NPU (837 ops)
134
  ```