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Swin-Small

Image Classification
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v0.60.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.60.0 for changelog.

Files changed (2) hide show
  1. README.md +87 -79
  2. release_assets.json +6 -6
README.md CHANGED
@@ -16,7 +16,7 @@ pipeline_tag: image-classification
16
  SwinSmall is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
17
 
18
  This is based on the implementation of Swin-Small found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/swin_transformer.py).
19
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/swin_small) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
22
 
@@ -29,111 +29,119 @@ Below are pre-exported model assets ready for deployment.
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-onnx-float.zip)
33
- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-onnx-w8a16.zip)
34
- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-qnn_dlc-float.zip)
35
- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-qnn_dlc-w8a16.zip)
36
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-tflite-float.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[Swin-Small on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/swin_small)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/swin_small) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
- See our repository for [Swin-Small on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/swin_small) for usage instructions.
51
 
52
  ## Model Details
53
 
54
  **Model Type:** Model_use_case.image_classification
55
 
56
  **Model Stats:**
57
- - Model checkpoint: Imagenet
58
  - Input resolution: 224x224
59
- - Number of parameters: 50.4M
60
  - Model size (float): 193 MB
61
  - Model size (w8a16): 52.5 MB
 
62
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
- | Swin-Small | ONNX | float | Snapdragon® X2 Elite | 6.803 ms | 2 - 2 MB | NPU
67
- | Swin-Small | ONNX | float | Snapdragon® X Elite | 16.29 ms | 101 - 101 MB | NPU
68
- | Swin-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.219 ms | 0 - 419 MB | NPU
69
- | Swin-Small | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 23.899 ms | 0 - 410 MB | NPU
70
- | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.516 ms | 0 - 8 MB | NPU
71
- | Swin-Small | ONNX | float | Qualcomm® QCS8450 | 23.899 ms | 0 - 410 MB | NPU
72
- | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 17.884 ms | 0 - 4 MB | NPU
73
- | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 16.29 ms | 101 - 101 MB | NPU
74
- | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.823 ms | 1 - 606 MB | NPU
75
- | Swin-Small | ONNX | float | Snapdragon® 8 Elite Mobile | 7.823 ms | 1 - 606 MB | NPU
76
- | Swin-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.424 ms | 1 - 621 MB | NPU
77
- | Swin-Small | ONNX | w8a16 | Snapdragon® X2 Elite | 5.98 ms | 1 - 1 MB | NPU
78
- | Swin-Small | ONNX | w8a16 | Snapdragon® X Elite | 13.798 ms | 54 - 54 MB | NPU
79
- | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 8.712 ms | 0 - 528 MB | NPU
80
- | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 16.407 ms | 0 - 440 MB | NPU
81
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 40.257 ms | 0 - 3 MB | NPU
82
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.191 ms | 0 - 58 MB | NPU
83
- | Swin-Small | ONNX | w8a16 | Qualcomm® QCS8450 | 16.407 ms | 0 - 440 MB | NPU
84
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 13.691 ms | 0 - 3 MB | NPU
85
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 13.798 ms | 54 - 54 MB | NPU
86
- | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 6.926 ms | 0 - 441 MB | NPU
87
- | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 6.926 ms | 0 - 441 MB | NPU
88
- | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.65 ms | 0 - 453 MB | NPU
89
- | Swin-Small | QNN_DLC | float | Snapdragon® X2 Elite | 7.113 ms | 1 - 1 MB | NPU
 
 
 
 
 
90
  | Swin-Small | QNN_DLC | float | Snapdragon® X Elite | 16.346 ms | 1 - 1 MB | NPU
91
- | Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.934 ms | 0 - 405 MB | NPU
92
- | Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 23.922 ms | 0 - 396 MB | NPU
93
- | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 37.942 ms | 1 - 275 MB | NPU
94
- | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.374 ms | 1 - 4 MB | NPU
95
- | Swin-Small | QNN_DLC | float | Qualcomm® SA8775P | 17.388 ms | 1 - 593 MB | NPU
96
- | Swin-Small | QNN_DLC | float | Qualcomm® SA8650P | 17.388 ms | 1 - 593 MB | NPU
97
- | Swin-Small | QNN_DLC | float | Qualcomm® SA8255P | 17.388 ms | 1 - 593 MB | NPU
98
- | Swin-Small | QNN_DLC | float | Qualcomm® QCS8450 | 23.922 ms | 0 - 396 MB | NPU
99
- | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 17.609 ms | 1 - 3 MB | NPU
 
100
  | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 16.346 ms | 1 - 1 MB | NPU
101
- | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.617 ms | 1 - 586 MB | NPU
102
- | Swin-Small | QNN_DLC | float | Qualcomm® SA7255P | 37.942 ms | 1 - 275 MB | NPU
103
- | Swin-Small | QNN_DLC | float | Qualcomm® SA8295P | 22.636 ms | 1 - 269 MB | NPU
104
- | Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 7.617 ms | 1 - 586 MB | NPU
105
- | Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.248 ms | 0 - 602 MB | NPU
106
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.213 ms | 0 - 0 MB | NPU
107
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 17.313 ms | 0 - 0 MB | NPU
108
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 10.768 ms | 0 - 870 MB | NPU
109
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 29.258 ms | 0 - 636 MB | NPU
110
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.192 ms | 0 - 3 MB | NPU
111
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 16.763 ms | 0 - 638 MB | NPU
112
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8650P | 16.763 ms | 0 - 638 MB | NPU
113
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8255P | 16.763 ms | 0 - 638 MB | NPU
114
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 17.063 ms | 0 - 2 MB | NPU
115
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 17.313 ms | 0 - 0 MB | NPU
116
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 74.076 ms | 0 - 752 MB | NPU
117
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 17.237 ms | 0 - 652 MB | NPU
118
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 8.108 ms | 0 - 622 MB | NPU
119
- | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.258 ms | 0 - 636 MB | NPU
120
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 8.108 ms | 0 - 622 MB | NPU
121
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.502 ms | 0 - 641 MB | NPU
122
- | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 17.237 ms | 0 - 652 MB | NPU
123
- | Swin-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 10.204 ms | 0 - 433 MB | NPU
124
- | Swin-Small | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 23.391 ms | 0 - 410 MB | NPU
125
- | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 37.439 ms | 0 - 302 MB | NPU
126
- | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.556 ms | 0 - 4 MB | NPU
127
- | Swin-Small | TFLITE | float | Qualcomm® SA8775P | 17.487 ms | 0 - 306 MB | NPU
128
- | Swin-Small | TFLITE | float | Qualcomm® SA8650P | 17.487 ms | 0 - 306 MB | NPU
129
- | Swin-Small | TFLITE | float | Qualcomm® SA8255P | 17.487 ms | 0 - 306 MB | NPU
130
- | Swin-Small | TFLITE | float | Qualcomm® QCS8450 | 23.391 ms | 0 - 410 MB | NPU
131
- | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.613 ms | 0 - 104 MB | NPU
132
- | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 7.825 ms | 0 - 303 MB | NPU
133
- | Swin-Small | TFLITE | float | Qualcomm® SA7255P | 37.439 ms | 0 - 302 MB | NPU
134
- | Swin-Small | TFLITE | float | Qualcomm® SA8295P | 22.998 ms | 0 - 297 MB | NPU
135
- | Swin-Small | TFLITE | float | Snapdragon® 8 Elite Mobile | 7.825 ms | 0 - 303 MB | NPU
136
- | Swin-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.601 ms | 0 - 322 MB | NPU
 
 
137
 
138
  ## License
139
  * The license for the original implementation of Swin-Small can be found
 
16
  SwinSmall is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
17
 
18
  This is based on the implementation of Swin-Small found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/swin_transformer.py).
19
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/swin_small) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
20
 
21
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
22
 
 
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-onnx-float.zip)
33
+ | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-onnx-w8a16.zip)
34
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-qnn_dlc-float.zip)
35
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-qnn_dlc-w8a16.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-tflite-float.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[Swin-Small on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/swin_small)**.
39
 
40
 
41
  ### Option 2: Export with Custom Configurations
42
 
43
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/swin_small) Python library to compile and export the model with your own:
44
  - Custom weights (e.g., fine-tuned checkpoints)
45
  - Custom input shapes
46
  - Target device and runtime configurations
47
 
48
  This option is ideal if you need to customize the model beyond the default configuration provided here.
49
 
50
+ See our repository for [Swin-Small on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/swin_small) for usage instructions.
51
 
52
  ## Model Details
53
 
54
  **Model Type:** Model_use_case.image_classification
55
 
56
  **Model Stats:**
 
57
  - Input resolution: 224x224
58
+ - Model checkpoint: Imagenet
59
  - Model size (float): 193 MB
60
  - Model size (w8a16): 52.5 MB
61
+ - Number of parameters: 50.4M
62
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | Swin-Small | ONNX | float | Snapdragon® X2 Elite | 6.907 ms | 2 - 2 MB | NPU
67
+ | Swin-Small | ONNX | float | Snapdragon® X Elite | 16.19 ms | 101 - 101 MB | NPU
68
+ | Swin-Small | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 10.156 ms | 1 - 447 MB | NPU
69
+ | Swin-Small | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 23.393 ms | 0 - 430 MB | NPU
70
+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 15.739 ms | 0 - 4 MB | NPU
71
+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.604 ms | 0 - 422 MB | NPU
72
+ | Swin-Small | ONNX | float | Qualcomm® QCS8450 | 23.393 ms | 0 - 430 MB | NPU
73
+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 22.215 ms | 1 - 4 MB | NPU
74
+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 16.19 ms | 101 - 101 MB | NPU
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+ | Swin-Small | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.76 ms | 1 - 610 MB | NPU
76
+ | Swin-Small | ONNX | float | Snapdragon® 8 Elite Mobile | 7.76 ms | 1 - 610 MB | NPU
77
+ | Swin-Small | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.437 ms | 1 - 621 MB | NPU
78
+ | Swin-Small | ONNX | w8a16 | Snapdragon® X2 Elite | 5.988 ms | 1 - 1 MB | NPU
79
+ | Swin-Small | ONNX | w8a16 | Snapdragon® X Elite | 13.907 ms | 54 - 54 MB | NPU
80
+ | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 8.692 ms | 0 - 524 MB | NPU
81
+ | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 16.481 ms | 0 - 436 MB | NPU
82
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 40.139 ms | 0 - 3 MB | NPU
83
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 11.846 ms | 0 - 4 MB | NPU
84
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.118 ms | 0 - 386 MB | NPU
85
+ | Swin-Small | ONNX | w8a16 | Qualcomm® QCS8450 | 16.481 ms | 0 - 436 MB | NPU
86
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 13.701 ms | 0 - 3 MB | NPU
87
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 13.907 ms | 54 - 54 MB | NPU
88
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 67.709 ms | 0 - 556 MB | NPU
89
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 13.982 ms | 0 - 388 MB | NPU
90
+ | Swin-Small | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 6.886 ms | 0 - 439 MB | NPU
91
+ | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 6.886 ms | 0 - 439 MB | NPU
92
+ | Swin-Small | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 5.645 ms | 0 - 451 MB | NPU
93
+ | Swin-Small | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 13.982 ms | 0 - 388 MB | NPU
94
+ | Swin-Small | QNN_DLC | float | Snapdragon® X2 Elite | 7.089 ms | 1 - 1 MB | NPU
95
  | Swin-Small | QNN_DLC | float | Snapdragon® X Elite | 16.346 ms | 1 - 1 MB | NPU
96
+ | Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.941 ms | 0 - 407 MB | NPU
97
+ | Swin-Small | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 23.957 ms | 0 - 396 MB | NPU
98
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 15.822 ms | 1 - 4 MB | NPU
99
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 37.925 ms | 1 - 275 MB | NPU
100
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.358 ms | 1 - 2 MB | NPU
101
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA8775P | 17.409 ms | 1 - 593 MB | NPU
102
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA8650P | 17.409 ms | 1 - 593 MB | NPU
103
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA8255P | 17.409 ms | 1 - 593 MB | NPU
104
+ | Swin-Small | QNN_DLC | float | Qualcomm® QCS8450 | 23.957 ms | 0 - 396 MB | NPU
105
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 17.85 ms | 1 - 3 MB | NPU
106
  | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 16.346 ms | 1 - 1 MB | NPU
107
+ | Swin-Small | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.558 ms | 1 - 588 MB | NPU
108
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA7255P | 37.925 ms | 1 - 275 MB | NPU
109
+ | Swin-Small | QNN_DLC | float | Qualcomm® SA8295P | 22.618 ms | 1 - 269 MB | NPU
110
+ | Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 7.558 ms | 1 - 588 MB | NPU
111
+ | Swin-Small | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.249 ms | 0 - 600 MB | NPU
112
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 7.216 ms | 0 - 0 MB | NPU
113
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® X Elite | 17.385 ms | 0 - 0 MB | NPU
114
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 10.746 ms | 0 - 869 MB | NPU
115
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 14.454 ms | 0 - 3 MB | NPU
116
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 29.259 ms | 0 - 635 MB | NPU
117
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.365 ms | 0 - 2 MB | NPU
118
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8775P | 16.773 ms | 0 - 638 MB | NPU
119
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8650P | 16.773 ms | 0 - 638 MB | NPU
120
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA8255P | 16.773 ms | 0 - 638 MB | NPU
121
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 17.119 ms | 0 - 2 MB | NPU
122
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 17.385 ms | 0 - 0 MB | NPU
123
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 73.744 ms | 0 - 752 MB | NPU
124
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 17.074 ms | 0 - 652 MB | NPU
125
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 8.125 ms | 0 - 622 MB | NPU
126
+ | Swin-Small | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.259 ms | 0 - 635 MB | NPU
127
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 8.125 ms | 0 - 622 MB | NPU
128
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.502 ms | 0 - 640 MB | NPU
129
+ | Swin-Small | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 17.074 ms | 0 - 652 MB | NPU
130
+ | Swin-Small | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 10.212 ms | 0 - 433 MB | NPU
131
+ | Swin-Small | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 23.278 ms | 0 - 412 MB | NPU
132
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 15.513 ms | 0 - 104 MB | NPU
133
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 37.417 ms | 0 - 302 MB | NPU
134
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 15.556 ms | 0 - 3 MB | NPU
135
+ | Swin-Small | TFLITE | float | Qualcomm® SA8775P | 17.456 ms | 0 - 306 MB | NPU
136
+ | Swin-Small | TFLITE | float | Qualcomm® SA8650P | 17.456 ms | 0 - 306 MB | NPU
137
+ | Swin-Small | TFLITE | float | Qualcomm® SA8255P | 17.456 ms | 0 - 306 MB | NPU
138
+ | Swin-Small | TFLITE | float | Qualcomm® QCS8450 | 23.278 ms | 0 - 412 MB | NPU
139
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 17.361 ms | 0 - 104 MB | NPU
140
+ | Swin-Small | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 7.801 ms | 0 - 298 MB | NPU
141
+ | Swin-Small | TFLITE | float | Qualcomm® SA7255P | 37.417 ms | 0 - 302 MB | NPU
142
+ | Swin-Small | TFLITE | float | Qualcomm® SA8295P | 22.987 ms | 0 - 298 MB | NPU
143
+ | Swin-Small | TFLITE | float | Snapdragon® 8 Elite Mobile | 7.801 ms | 0 - 298 MB | NPU
144
+ | Swin-Small | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.596 ms | 0 - 321 MB | NPU
145
 
146
  ## License
147
  * The license for the original implementation of Swin-Small can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.59.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
@@ -8,19 +8,19 @@
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -31,13 +31,13 @@
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.59.0/swin_small-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }
 
1
  {
2
+ "version": "0.60.0",
3
  "precisions": {
4
  "float": {
5
  "universal_assets": {
 
8
  "qairt": "2.45.0.260326154327",
9
  "onnx_runtime": "1.27.1"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
15
  "qairt": "2.45.0.260326154327"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
  "qairt": "2.45.0.260326154327"
22
  },
23
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-tflite-float.zip"
24
  }
25
  }
26
  },
 
31
  "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327"
39
  },
40
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/swin_small/releases/v0.60.0/swin_small-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }