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ConvNext-Tiny

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v0.50.2

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See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

Files changed (2) hide show
  1. README.md +57 -59
  2. release_assets.json +1 -1
README.md CHANGED
@@ -28,11 +28,11 @@ 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 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.50.1/convnext_tiny-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.50.1/convnext_tiny-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/convnext_tiny/releases/v0.50.1/convnext_tiny-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/convnext_tiny/releases/v0.50.1/convnext_tiny-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.50.1/convnext_tiny-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ConvNext-Tiny on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/convnext_tiny)**.
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@@ -62,60 +62,58 @@ See our repository for [ConvNext-Tiny on GitHub](https://github.com/qualcomm/ai-
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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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- | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.28 ms | 1 - 126 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Snapdragon® X2 Elite | 1.341 ms | 57 - 57 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Snapdragon® X Elite | 2.922 ms | 56 - 56 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.048 ms | 0 - 170 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.703 ms | 1 - 6 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Qualcomm® QCS9075 | 3.943 ms | 1 - 4 MB | NPU
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- | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.552 ms | 0 - 120 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.102 ms | 0 - 115 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X2 Elite | 1.202 ms | 29 - 29 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X Elite | 2.839 ms | 29 - 29 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.801 ms | 0 - 141 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS6490 | 390.543 ms | 49 - 64 MB | CPU
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- | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.506 ms | 0 - 35 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS9075 | 2.663 ms | 0 - 3 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCM6690 | 209.445 ms | 58 - 71 MB | CPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.383 ms | 0 - 108 MB | NPU
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- | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 200.929 ms | 59 - 73 MB | CPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.633 ms | 0 - 127 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® X2 Elite | 2.005 ms | 1 - 1 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® X Elite | 3.945 ms | 1 - 1 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.649 ms | 0 - 173 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 15.242 ms | 1 - 124 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.7 ms | 1 - 3 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8775P | 5.021 ms | 1 - 126 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS9075 | 4.878 ms | 1 - 3 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.63 ms | 0 - 168 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA7255P | 15.242 ms | 1 - 124 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8295P | 8.975 ms | 1 - 125 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.052 ms | 1 - 129 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.281 ms | 0 - 100 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.602 ms | 0 - 0 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.395 ms | 0 - 0 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.161 ms | 0 - 121 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 9.075 ms | 2 - 4 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.84 ms | 0 - 96 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.115 ms | 0 - 2 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8775P | 3.503 ms | 0 - 98 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.356 ms | 0 - 2 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 22.414 ms | 0 - 250 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.246 ms | 0 - 123 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA7255P | 6.84 ms | 0 - 96 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.74 ms | 0 - 97 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.611 ms | 0 - 98 MB | NPU
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- | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.486 ms | 0 - 107 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.295 ms | 0 - 126 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.124 ms | 0 - 170 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 13.979 ms | 0 - 121 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.84 ms | 0 - 2 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® SA8775P | 4.251 ms | 0 - 123 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS9075 | 4.092 ms | 0 - 59 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 8.905 ms | 0 - 161 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® SA7255P | 13.979 ms | 0 - 121 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Qualcomm® SA8295P | 7.864 ms | 0 - 118 MB | NPU
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- | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.591 ms | 0 - 124 MB | NPU
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  ## License
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  * The license for the original implementation of ConvNext-Tiny can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
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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/convnext_tiny/releases/v0.50.2/convnext_tiny-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/convnext_tiny/releases/v0.50.2/convnext_tiny-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/convnext_tiny/releases/v0.50.2/convnext_tiny-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/convnext_tiny/releases/v0.50.2/convnext_tiny-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/convnext_tiny/releases/v0.50.2/convnext_tiny-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ConvNext-Tiny on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/convnext_tiny)**.
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  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.268 ms | 1 - 127 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Snapdragon® X2 Elite | 1.338 ms | 57 - 57 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Snapdragon® X Elite | 2.904 ms | 57 - 57 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.036 ms | 0 - 172 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.701 ms | 0 - 38 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Qualcomm® QCS9075 | 3.946 ms | 1 - 4 MB | NPU
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+ | ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.551 ms | 0 - 122 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.083 ms | 0 - 115 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X2 Elite | 1.201 ms | 29 - 29 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X Elite | 2.818 ms | 29 - 29 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.812 ms | 0 - 142 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS6490 | 414.728 ms | 49 - 64 MB | CPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.525 ms | 0 - 35 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS9075 | 2.668 ms | 0 - 3 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCM6690 | 208.185 ms | 61 - 75 MB | CPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.384 ms | 0 - 109 MB | NPU
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+ | ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 200.224 ms | 59 - 74 MB | CPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.63 ms | 1 - 127 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® X2 Elite | 2.037 ms | 1 - 1 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® X Elite | 3.923 ms | 1 - 1 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.659 ms | 0 - 170 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.685 ms | 1 - 2 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8775P | 5.045 ms | 1 - 126 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS9075 | 4.876 ms | 1 - 3 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.636 ms | 0 - 169 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8295P | 8.974 ms | 1 - 125 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.031 ms | 1 - 126 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.284 ms | 0 - 100 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.607 ms | 0 - 0 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.4 ms | 0 - 0 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.201 ms | 0 - 122 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 9.081 ms | 0 - 2 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.881 ms | 0 - 96 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.115 ms | 0 - 137 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8775P | 3.524 ms | 0 - 97 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.361 ms | 0 - 2 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 21.836 ms | 0 - 250 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.233 ms | 0 - 121 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA7255P | 6.881 ms | 0 - 96 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.726 ms | 0 - 93 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.605 ms | 0 - 98 MB | NPU
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+ | ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.45 ms | 0 - 107 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.303 ms | 0 - 122 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.133 ms | 0 - 169 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 13.977 ms | 0 - 121 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.843 ms | 0 - 2 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® SA8775P | 4.274 ms | 0 - 123 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS9075 | 4.082 ms | 0 - 59 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 8.889 ms | 0 - 160 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® SA7255P | 13.977 ms | 0 - 121 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Qualcomm® SA8295P | 7.901 ms | 0 - 119 MB | NPU
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+ | ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.588 ms | 0 - 124 MB | NPU
 
 
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  ## License
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  * The license for the original implementation of ConvNext-Tiny can be found
release_assets.json CHANGED
@@ -1 +1 @@
1
- {"version":"0.50.1","precisions":{"float":{"universal_assets":{"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.17.0"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.50.1/convnext_tiny-tflite-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/convnext_tiny/releases/v0.50.1/convnext_tiny-qnn_dlc-float.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.50.1/convnext_tiny-onnx-float.zip"}}},"w8a16":{"universal_assets":{"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/convnext_tiny/releases/v0.50.1/convnext_tiny-qnn_dlc-w8a16.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.50.1/convnext_tiny-onnx-w8a16.zip"}}}}}
 
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/convnext_tiny/releases/v0.50.2/convnext_tiny-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/convnext_tiny/releases/v0.50.2/convnext_tiny-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/convnext_tiny/releases/v0.50.2/convnext_tiny-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/convnext_tiny/releases/v0.50.2/convnext_tiny-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/convnext_tiny/releases/v0.50.2/convnext_tiny-qnn_dlc-w8a16.zip"}}}}}