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EfficientNet-V2-s

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v0.51.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +50 -50
  2. release_assets.json +46 -1
README.md CHANGED
@@ -29,11 +29,11 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[EfficientNet-V2-s on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_v2_s)**.
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@@ -63,51 +63,51 @@ See our repository for [EfficientNet-V2-s on GitHub](https://github.com/qualcomm
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | EfficientNet-V2-s | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.187 ms | 0 - 76 MB | NPU
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- | EfficientNet-V2-s | ONNX | float | Snapdragon® X2 Elite | 1.322 ms | 47 - 47 MB | NPU
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- | EfficientNet-V2-s | ONNX | float | Snapdragon® X Elite | 2.707 ms | 46 - 46 MB | NPU
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- | EfficientNet-V2-s | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.831 ms | 0 - 156 MB | NPU
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- | EfficientNet-V2-s | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.434 ms | 0 - 51 MB | NPU
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- | EfficientNet-V2-s | ONNX | float | Qualcomm® QCS9075 | 3.451 ms | 0 - 4 MB | NPU
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- | EfficientNet-V2-s | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.442 ms | 0 - 78 MB | NPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.923 ms | 0 - 127 MB | NPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® X2 Elite | 1.088 ms | 24 - 24 MB | NPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® X Elite | 2.676 ms | 24 - 24 MB | NPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.611 ms | 0 - 178 MB | NPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Qualcomm® QCS6490 | 276.246 ms | 26 - 31 MB | CPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.352 ms | 0 - 32 MB | NPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Qualcomm® QCS9075 | 2.695 ms | 0 - 3 MB | NPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Qualcomm® QCM6690 | 123.788 ms | 15 - 28 MB | CPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.149 ms | 0 - 118 MB | NPU
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- | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 114.878 ms | 26 - 39 MB | CPU
83
- | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.209 ms | 1 - 70 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® X2 Elite | 1.631 ms | 1 - 1 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® X Elite | 2.922 ms | 1 - 1 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.92 ms | 0 - 145 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 10.79 ms | 1 - 67 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.622 ms | 1 - 2 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | float | Qualcomm® QCS9075 | 3.686 ms | 1 - 3 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.632 ms | 0 - 154 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.494 ms | 1 - 71 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.992 ms | 0 - 109 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.419 ms | 0 - 0 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® X Elite | 2.914 ms | 0 - 0 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.779 ms | 0 - 148 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.781 ms | 0 - 2 MB | NPU
97
- | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 5.323 ms | 0 - 105 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.609 ms | 0 - 2 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.942 ms | 0 - 2 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 14.01 ms | 0 - 226 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 3.187 ms | 0 - 153 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.252 ms | 0 - 106 MB | NPU
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- | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.96 ms | 0 - 106 MB | NPU
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- | EfficientNet-V2-s | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.205 ms | 0 - 112 MB | NPU
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- | EfficientNet-V2-s | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.922 ms | 0 - 197 MB | NPU
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- | EfficientNet-V2-s | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 10.839 ms | 0 - 112 MB | NPU
107
- | EfficientNet-V2-s | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.611 ms | 0 - 3 MB | NPU
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- | EfficientNet-V2-s | TFLITE | float | Qualcomm® QCS9075 | 3.683 ms | 0 - 50 MB | NPU
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- | EfficientNet-V2-s | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.643 ms | 0 - 204 MB | NPU
110
- | EfficientNet-V2-s | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.494 ms | 0 - 118 MB | NPU
111
 
112
  ## License
113
  * The license for the original implementation of EfficientNet-V2-s can be found
 
29
 
30
  | Runtime | Precision | Chipset | SDK Versions | Download |
31
  |---|---|---|---|---|
32
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-onnx-w8a16.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-qnn_dlc-w8a16.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-tflite-float.zip)
37
 
38
  For more device-specific assets and performance metrics, visit **[EfficientNet-V2-s on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_v2_s)**.
39
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | EfficientNet-V2-s | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.181 ms | 0 - 76 MB | NPU
67
+ | EfficientNet-V2-s | ONNX | float | Snapdragon® X2 Elite | 1.318 ms | 47 - 47 MB | NPU
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+ | EfficientNet-V2-s | ONNX | float | Snapdragon® X Elite | 2.69 ms | 46 - 46 MB | NPU
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+ | EfficientNet-V2-s | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.826 ms | 0 - 156 MB | NPU
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+ | EfficientNet-V2-s | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.42 ms | 0 - 52 MB | NPU
71
+ | EfficientNet-V2-s | ONNX | float | Qualcomm® QCS9075 | 3.473 ms | 0 - 4 MB | NPU
72
+ | EfficientNet-V2-s | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.427 ms | 0 - 70 MB | NPU
73
+ | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.932 ms | 0 - 127 MB | NPU
74
+ | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® X2 Elite | 1.084 ms | 24 - 24 MB | NPU
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+ | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® X Elite | 2.672 ms | 24 - 24 MB | NPU
76
+ | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.601 ms | 0 - 180 MB | NPU
77
+ | EfficientNet-V2-s | ONNX | w8a16 | Qualcomm® QCS6490 | 284.749 ms | 26 - 30 MB | CPU
78
+ | EfficientNet-V2-s | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.344 ms | 0 - 32 MB | NPU
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+ | EfficientNet-V2-s | ONNX | w8a16 | Qualcomm® QCS9075 | 2.68 ms | 0 - 3 MB | NPU
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+ | EfficientNet-V2-s | ONNX | w8a16 | Qualcomm® QCM6690 | 122.475 ms | 17 - 30 MB | CPU
81
+ | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.15 ms | 0 - 118 MB | NPU
82
+ | EfficientNet-V2-s | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 114.5 ms | 26 - 39 MB | CPU
83
+ | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.2 ms | 1 - 68 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® X2 Elite | 1.572 ms | 1 - 1 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® X Elite | 2.892 ms | 1 - 1 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.93 ms | 0 - 140 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 10.787 ms | 1 - 63 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.6 ms | 1 - 2 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | float | Qualcomm® QCS9075 | 3.64 ms | 1 - 3 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 5.699 ms | 0 - 148 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.501 ms | 1 - 66 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.004 ms | 0 - 118 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.464 ms | 0 - 0 MB | NPU
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+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® X Elite | 2.907 ms | 0 - 0 MB | NPU
95
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.785 ms | 0 - 147 MB | NPU
96
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 6.541 ms | 2 - 4 MB | NPU
97
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 5.337 ms | 0 - 105 MB | NPU
98
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.626 ms | 0 - 3 MB | NPU
99
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 2.915 ms | 2 - 4 MB | NPU
100
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 14.068 ms | 0 - 228 MB | NPU
101
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 3.265 ms | 0 - 149 MB | NPU
102
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.234 ms | 0 - 112 MB | NPU
103
+ | EfficientNet-V2-s | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 2.955 ms | 0 - 105 MB | NPU
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+ | EfficientNet-V2-s | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.198 ms | 0 - 107 MB | NPU
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+ | EfficientNet-V2-s | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.897 ms | 0 - 182 MB | NPU
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+ | EfficientNet-V2-s | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 10.84 ms | 0 - 104 MB | NPU
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+ | EfficientNet-V2-s | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.636 ms | 0 - 4 MB | NPU
108
+ | EfficientNet-V2-s | TFLITE | float | Qualcomm® QCS9075 | 3.667 ms | 0 - 50 MB | NPU
109
+ | EfficientNet-V2-s | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.672 ms | 0 - 192 MB | NPU
110
+ | EfficientNet-V2-s | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.477 ms | 0 - 110 MB | NPU
111
 
112
  ## License
113
  * The license for the original implementation of EfficientNet-V2-s can be found
release_assets.json CHANGED
@@ -1 +1,46 @@
1
- {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-tflite-float.zip"}}},"w8a16":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-onnx-w8a16.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.50.2/efficientnet_v2_s-qnn_dlc-w8a16.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "version": "0.51.0",
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+ "precisions": {
4
+ "float": {
5
+ "universal_assets": {
6
+ "tflite": {
7
+ "tool_versions": {
8
+ "qairt": "2.45.0.260326154327",
9
+ "litert": "1.4.2"
10
+ },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-tflite-float.zip"
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+ },
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+ "qnn_dlc": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-qnn_dlc-float.zip"
18
+ },
19
+ "onnx": {
20
+ "tool_versions": {
21
+ "qairt": "2.42.0.251225135753_193295",
22
+ "onnx_runtime": "1.24.3"
23
+ },
24
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-onnx-float.zip"
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+ }
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+ }
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+ },
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+ "w8a16": {
29
+ "universal_assets": {
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+ "qnn_dlc": {
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+ "tool_versions": {
32
+ "qairt": "2.45.0.260326154327"
33
+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-qnn_dlc-w8a16.zip"
35
+ },
36
+ "onnx": {
37
+ "tool_versions": {
38
+ "qairt": "2.42.0.251225135753_193295",
39
+ "onnx_runtime": "1.24.3"
40
+ },
41
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_v2_s/releases/v0.51.0/efficientnet_v2_s-onnx-w8a16.zip"
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+ }
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+ }
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+ }
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+ }
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+ }