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ResNet-Mixed-Convolution

Video Classification
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v0.58.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.58.0 for changelog.

Files changed (2) hide show
  1. README.md +132 -74
  2. release_assets.json +6 -6
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: video-classification
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  ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.
16
 
17
  This is based on the implementation of ResNet-Mixed-Convolution found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py).
18
- 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/v0.57.3/src/qai_hub_models/models/resnet_mixed) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  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.
21
 
@@ -28,25 +28,25 @@ Below are pre-exported model assets ready for deployment.
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
- | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-onnx-float.zip)
32
- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-onnx-w8a16.zip)
33
- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-qnn_dlc-float.zip)
34
- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-qnn_dlc-w8a16.zip)
35
- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/resnet_mixed) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
- See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.57.3/src/qai_hub_models/models/resnet_mixed) for usage instructions.
50
 
51
  ## Model Details
52
 
@@ -62,74 +62,132 @@ See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/q
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 135.845 ms | 201 - 201 MB | NPU
66
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.28 ms | 170 - 170 MB | NPU
67
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.341 ms | 12 - 711 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 131.584 ms | 0 - 498 MB | NPU
69
- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8550 (Proxy) | 69.642 ms | 12 - 16 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 131.584 ms | 0 - 498 MB | NPU
71
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 42.47 ms | 2 - 543 MB | NPU
72
- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.63 ms | 4 - 564 MB | NPU
73
- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS9075 | 129.686 ms | 11 - 57 MB | NPU
74
- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8750 | 42.47 ms | 2 - 543 MB | NPU
75
- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS7181 | 70.28 ms | 170 - 170 MB | NPU
76
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 36.529 ms | 207 - 207 MB | NPU
77
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 44.955 ms | 176 - 176 MB | NPU
78
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.11 ms | 6 - 576 MB | NPU
79
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 82.24 ms | 7 - 574 MB | NPU
80
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 43.691 ms | 0 - 26 MB | NPU
81
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 82.24 ms | 7 - 574 MB | NPU
82
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS9075 | 46.276 ms | 6 - 51 MB | NPU
83
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 19.329 ms | 0 - 407 MB | NPU
84
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.686 ms | 2 - 382 MB | NPU
85
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8750 | 26.686 ms | 2 - 382 MB | NPU
86
- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS7181 | 44.955 ms | 176 - 176 MB | NPU
87
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 37.985 ms | 12 - 12 MB | NPU
88
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 70.836 ms | 12 - 12 MB | NPU
89
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.769 ms | 12 - 716 MB | NPU
90
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 133.119 ms | 3 - 513 MB | NPU
91
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8275 | 494.37 ms | 1 - 519 MB | NPU
92
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 69.307 ms | 12 - 15 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 133.119 ms | 3 - 513 MB | NPU
94
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.797 ms | 12 - 530 MB | NPU
95
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 137.666 ms | 0 - 355 MB | NPU
96
- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.542 ms | 11 - 569 MB | NPU
97
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 494.37 ms | 1 - 519 MB | NPU
98
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS9075 | 131.044 ms | 12 - 25 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8750 | 41.797 ms | 12 - 530 MB | NPU
100
- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS7181 | 70.836 ms | 12 - 12 MB | NPU
101
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 38.073 ms | 6 - 6 MB | NPU
102
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 52.111 ms | 6 - 6 MB | NPU
103
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 38.826 ms | 6 - 722 MB | NPU
104
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 76.558 ms | 5 - 723 MB | NPU
105
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 180.805 ms | 8 - 15 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
106
  | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 159.745 ms | 6 - 468 MB | NPU
107
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 50.627 ms | 6 - 8 MB | NPU
108
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 76.558 ms | 5 - 723 MB | NPU
109
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 47.492 ms | 1 - 8 MB | NPU
110
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 21.284 ms | 6 - 437 MB | NPU
111
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 30.002 ms | 6 - 399 MB | NPU
112
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 77.599 ms | 0 - 407 MB | NPU
113
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 89.291 ms | 5 - 459 MB | NPU
 
 
 
 
 
 
 
114
  | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 159.745 ms | 6 - 468 MB | NPU
115
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 1151.142 ms | 6 - 513 MB | NPU
116
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS7790 | 89.291 ms | 5 - 459 MB | NPU
117
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 30.002 ms | 6 - 399 MB | NPU
118
- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 52.111 ms | 6 - 6 MB | NPU
119
- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1222.408 ms | 0 - 837 MB | NPU
120
- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1789.43 ms | 1 - 654 MB | NPU
121
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8275 | 2982.123 ms | 0 - 651 MB | NPU
122
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1552.562 ms | 0 - 4 MB | NPU
123
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 187519.464 ms | 863 - 879 MB | CPU
124
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 187519.464 ms | 863 - 879 MB | CPU
125
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 187519.464 ms | 863 - 879 MB | CPU
126
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 1789.43 ms | 1 - 654 MB | NPU
127
- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 1070.064 ms | 0 - 643 MB | NPU
128
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 1816.448 ms | 1 - 504 MB | NPU
129
- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 965.706 ms | 0 - 657 MB | NPU
130
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 2982.123 ms | 0 - 651 MB | NPU
131
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS9075 | 1627.872 ms | 0 - 42 MB | NPU
132
- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8750 | 1070.064 ms | 0 - 643 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
133
 
134
  ## License
135
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
 
15
  ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.
16
 
17
  This is based on the implementation of ResNet-Mixed-Convolution found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py).
18
+ 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/v0.58.0/src/qai_hub_models/models/resnet_mixed) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  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.
21
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-onnx-float.zip)
32
+ | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-onnx-w8a16.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-qnn_dlc-w8a16.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/resnet_mixed) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
+ See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.58.0/src/qai_hub_models/models/resnet_mixed) for usage instructions.
50
 
51
  ## Model Details
52
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 37.826 ms | 12 - 12 MB | NPU
66
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.222 ms | 18 - 18 MB | NPU
67
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.482 ms | 12 - 720 MB | NPU
68
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 132.419 ms | 0 - 511 MB | NPU
69
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 70.022 ms | 0 - 472 MB | NPU
70
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 132.419 ms | 0 - 511 MB | NPU
71
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.236 ms | 1 - 565 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 42.37 ms | 1 - 545 MB | NPU
73
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 126.87 ms | 11 - 14 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 42.37 ms | 1 - 545 MB | NPU
75
+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.222 ms | 18 - 18 MB | NPU
76
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 24.837 ms | 7 - 7 MB | NPU
77
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 45.19 ms | 11 - 11 MB | NPU
78
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.284 ms | 6 - 585 MB | NPU
79
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 77.281 ms | 6 - 582 MB | NPU
80
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.073 ms | 0 - 12 MB | NPU
81
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 77.281 ms | 6 - 582 MB | NPU
82
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.734 ms | 2 - 383 MB | NPU
83
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 41.981 ms | 6 - 9 MB | NPU
84
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 19.728 ms | 1 - 411 MB | NPU
85
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 26.734 ms | 2 - 383 MB | NPU
86
+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 45.19 ms | 11 - 11 MB | NPU
87
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 11.606 ms | 3 - 3 MB | NPU
88
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 24.537 ms | 12 - 12 MB | NPU
89
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.878 ms | 3 - 443 MB | NPU
90
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 35.818 ms | 3 - 442 MB | NPU
91
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.525 ms | 0 - 17 MB | NPU
92
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 35.818 ms | 3 - 442 MB | NPU
93
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 14.265 ms | 2 - 339 MB | NPU
94
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 42.188 ms | 3 - 357 MB | NPU
95
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 22.535 ms | 3 - 6 MB | NPU
96
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.368 ms | 0 - 346 MB | NPU
97
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 42.188 ms | 3 - 357 MB | NPU
98
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 14.265 ms | 2 - 339 MB | NPU
99
+ | ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 24.537 ms | 12 - 12 MB | NPU
100
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 56.583 ms | 12 - 12 MB | NPU
101
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 70.852 ms | 12 - 12 MB | NPU
102
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.632 ms | 12 - 716 MB | NPU
103
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 133.118 ms | 4 - 514 MB | NPU
104
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8275 | 494.276 ms | 0 - 520 MB | NPU
105
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.402 ms | 12 - 15 MB | NPU
106
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 126.745 ms | 0 - 519 MB | NPU
107
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 126.745 ms | 0 - 519 MB | NPU
108
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 126.745 ms | 0 - 519 MB | NPU
109
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 133.118 ms | 4 - 514 MB | NPU
110
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.127 ms | 12 - 570 MB | NPU
111
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.813 ms | 9 - 528 MB | NPU
112
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 126.59 ms | 12 - 25 MB | NPU
113
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 494.276 ms | 0 - 520 MB | NPU
114
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 137.648 ms | 0 - 354 MB | NPU
115
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.813 ms | 9 - 528 MB | NPU
116
+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.852 ms | 12 - 12 MB | NPU
117
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 26.136 ms | 6 - 6 MB | NPU
118
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 52.119 ms | 6 - 6 MB | NPU
119
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 39.048 ms | 6 - 720 MB | NPU
120
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 75.183 ms | 5 - 728 MB | NPU
121
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 310.551 ms | 3 - 11 MB | NPU
122
  | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 159.745 ms | 6 - 468 MB | NPU
123
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 51.357 ms | 6 - 79 MB | NPU
124
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 46.696 ms | 6 - 409 MB | NPU
125
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 46.696 ms | 6 - 409 MB | NPU
126
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 46.696 ms | 6 - 409 MB | NPU
127
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 75.183 ms | 5 - 728 MB | NPU
128
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 29.964 ms | 6 - 398 MB | NPU
129
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 57.015 ms | 3 - 10 MB | NPU
130
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 77.604 ms | 0 - 407 MB | NPU
131
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 88.971 ms | 6 - 467 MB | NPU
132
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 21.633 ms | 6 - 437 MB | NPU
133
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1085.087 ms | 6 - 513 MB | NPU
134
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 88.971 ms | 6 - 467 MB | NPU
135
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 29.964 ms | 6 - 398 MB | NPU
136
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 52.119 ms | 6 - 6 MB | NPU
137
  | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 159.745 ms | 6 - 468 MB | NPU
138
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 18.221 ms | 3 - 3 MB | NPU
139
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 26.224 ms | 3 - 3 MB | NPU
140
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 18.142 ms | 3 - 440 MB | NPU
141
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.293 ms | 3 - 439 MB | NPU
142
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 113.274 ms | 3 - 7 MB | NPU
143
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 82.788 ms | 3 - 338 MB | NPU
144
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 25.134 ms | 3 - 6 MB | NPU
145
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 23.443 ms | 3 - 338 MB | NPU
146
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 23.443 ms | 3 - 338 MB | NPU
147
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 23.443 ms | 3 - 338 MB | NPU
148
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 36.293 ms | 3 - 439 MB | NPU
149
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.056 ms | 3 - 337 MB | NPU
150
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 43.399 ms | 3 - 348 MB | NPU
151
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.686 ms | 3 - 7 MB | NPU
152
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 82.788 ms | 3 - 338 MB | NPU
153
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 42.971 ms | 0 - 335 MB | NPU
154
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.352 ms | 3 - 350 MB | NPU
155
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 490.494 ms | 3 - 398 MB | NPU
156
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 43.399 ms | 3 - 348 MB | NPU
157
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.056 ms | 3 - 337 MB | NPU
158
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 26.224 ms | 3 - 3 MB | NPU
159
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1230.825 ms | 0 - 835 MB | NPU
160
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1822.412 ms | 1 - 655 MB | NPU
161
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8275 | 286489.495 ms | 915 - 932 MB | CPU
162
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1586.545 ms | 0 - 27 MB | NPU
163
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 1553.116 ms | 0 - 651 MB | NPU
164
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 1553.116 ms | 0 - 651 MB | NPU
165
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 1553.116 ms | 0 - 651 MB | NPU
166
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 1822.412 ms | 1 - 655 MB | NPU
167
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 965.833 ms | 0 - 657 MB | NPU
168
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 1048.693 ms | 0 - 648 MB | NPU
169
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1542.943 ms | 0 - 43 MB | NPU
170
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 286489.495 ms | 915 - 932 MB | CPU
171
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 1820.329 ms | 0 - 504 MB | NPU
172
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1048.693 ms | 0 - 648 MB | NPU
173
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2606.464 ms | 3 - 1350 MB | NPU
174
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3732.078 ms | 0 - 1080 MB | NPU
175
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16039.306 ms | 3461 - 5278 MB | NPU
176
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8275 | 6806.939 ms | 3 - 1159 MB | NPU
177
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3100.242 ms | 1 - 4 MB | NPU
178
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 3422.076 ms | 2 - 1124 MB | NPU
179
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 3422.076 ms | 2 - 1124 MB | NPU
180
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 3422.076 ms | 2 - 1124 MB | NPU
181
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 3732.078 ms | 0 - 1080 MB | NPU
182
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2126.654 ms | 1 - 818 MB | NPU
183
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 354934.724 ms | 860 - 1192 MB | NPU
184
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3328.386 ms | 0 - 38 MB | NPU
185
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 6806.939 ms | 3 - 1159 MB | NPU
186
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 3749.713 ms | 0 - 904 MB | NPU
187
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2825.941 ms | 0 - 1317 MB | NPU
188
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 392752.084 ms | 827 - 1055 MB | NPU
189
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 354934.724 ms | 860 - 1192 MB | NPU
190
+ | ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2126.654 ms | 1 - 818 MB | NPU
191
 
192
  ## License
193
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
release_assets.json CHANGED
@@ -1,5 +1,5 @@
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  {
2
- "version": "0.57.3",
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  "precisions": {
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  "w8a16": {
5
  "universal_assets": {
@@ -7,14 +7,14 @@
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-qnn_dlc-w8a16.zip"
11
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12
  "onnx": {
13
  "tool_versions": {
14
  "qairt": "2.45.0.260326154327",
15
  "onnx_runtime": "1.25.0"
16
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17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-onnx-w8a16.zip"
18
  }
19
  }
20
  },
@@ -25,20 +25,20 @@
25
  "qairt": "2.45.0.260326154327",
26
  "litert": "1.4.4"
27
  },
28
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-tflite-float.zip"
29
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30
  "qnn_dlc": {
31
  "tool_versions": {
32
  "qairt": "2.45.0.260326154327"
33
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34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-qnn_dlc-float.zip"
35
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36
  "onnx": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327",
39
  "onnx_runtime": "1.25.0"
40
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41
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.57.3/resnet_mixed-onnx-float.zip"
42
  }
43
  }
44
  }
 
1
  {
2
+ "version": "0.58.0",
3
  "precisions": {
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  "w8a16": {
5
  "universal_assets": {
 
7
  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
9
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-qnn_dlc-w8a16.zip"
11
  },
12
  "onnx": {
13
  "tool_versions": {
14
  "qairt": "2.45.0.260326154327",
15
  "onnx_runtime": "1.25.0"
16
  },
17
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-onnx-w8a16.zip"
18
  }
19
  }
20
  },
 
25
  "qairt": "2.45.0.260326154327",
26
  "litert": "1.4.4"
27
  },
28
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-tflite-float.zip"
29
  },
30
  "qnn_dlc": {
31
  "tool_versions": {
32
  "qairt": "2.45.0.260326154327"
33
  },
34
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-qnn_dlc-float.zip"
35
  },
36
  "onnx": {
37
  "tool_versions": {
38
  "qairt": "2.45.0.260326154327",
39
  "onnx_runtime": "1.25.0"
40
  },
41
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.58.0/resnet_mixed-onnx-float.zip"
42
  }
43
  }
44
  }