v0.42.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.
- README.md +72 -68
- ResNet18_float.dlc +2 -2
- ResNet18_float.onnx.zip +1 -1
- ResNet18_w8a8.dlc +2 -2
- ResNet18_w8a8.onnx.zip +1 -1
- ResNet18_w8a8.tflite +1 -1
README.md
CHANGED
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@@ -37,70 +37,74 @@ More details on model performance across various devices, can be found
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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| ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.
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| ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 5.
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| ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.996 ms | 0 -
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| ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.
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| ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.
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| ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.
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| ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1.
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| ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE |
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| ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC |
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| ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.
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| ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 5.
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| ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.
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| ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.274 ms | 0 -
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| ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.
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| ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.256 ms | 1 -
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| ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.
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| ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.
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| ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE |
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| ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC |
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| ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.
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| ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.
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| ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.
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| ResNet18 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.
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| ResNet18 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.
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| ResNet18 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.
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| ResNet18 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.
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| ResNet18 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.
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| ResNet18 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.
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| ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.
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| ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
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| ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.
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| ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.
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| ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.
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| ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.
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| ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.
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| ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.
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| ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 0.
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| ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.
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| ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC |
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| ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.
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| ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) |
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| ResNet18 | w8a8 |
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| ResNet18 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) |
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| ResNet18 | w8a8 |
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| ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P |
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| ResNet18 | w8a8 |
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| ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) |
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| ResNet18 | w8a8 |
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| ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P |
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| ResNet18 | w8a8 |
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| ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) |
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| ResNet18 | w8a8 |
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| ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P |
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| ResNet18 | w8a8 |
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| ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| ResNet18 | w8a8 | Samsung Galaxy
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| ResNet18 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile |
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| ResNet18 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile |
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| ResNet18 | w8a8 |
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| ResNet18 | w8a8 | Snapdragon
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| ResNet18 | w8a8 | Snapdragon
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| ResNet18 | w8a8 | Snapdragon
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| ResNet18 | w8a8 | Snapdragon
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@@ -114,9 +118,9 @@ pip install qai-hub-models
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```
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## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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Sign-in to [Qualcomm® AI Hub](https://
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Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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With this API token, you can configure your client to run models on the cloud
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@@ -124,7 +128,7 @@ hosted devices.
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```bash
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qai-hub configure --api_token API_TOKEN
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```
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Navigate to [docs](https://
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spot check the output with expected output.
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**Note**: This on-device profiling and inference requires access to Qualcomm®
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AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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| 39 |
|---|---|---|---|---|---|---|---|---|
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| 40 |
+
| ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.088 ms | 0 - 22 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 5.861 ms | 1 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.996 ms | 0 - 54 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.361 ms | 1 - 28 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.368 ms | 0 - 220 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.275 ms | 0 - 85 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 1.29 ms | 0 - 83 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx.zip) |
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| ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.12 ms | 0 - 21 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 8.279 ms | 1 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.088 ms | 0 - 22 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 5.861 ms | 1 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.369 ms | 0 - 224 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.274 ms | 0 - 83 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.505 ms | 0 - 27 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.256 ms | 1 - 25 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.365 ms | 0 - 202 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.277 ms | 0 - 83 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.12 ms | 0 - 21 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 8.279 ms | 1 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.949 ms | 0 - 52 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.895 ms | 1 - 29 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.883 ms | 0 - 28 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx.zip) |
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| ResNet18 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.754 ms | 0 - 30 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.701 ms | 1 - 30 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.731 ms | 0 - 22 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx.zip) |
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| ResNet18 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.646 ms | 0 - 28 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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| ResNet18 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.595 ms | 0 - 25 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.653 ms | 1 - 23 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx.zip) |
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| ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.384 ms | 74 - 74 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.dlc) |
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| ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.147 ms | 23 - 23 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx.zip) |
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| ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.048 ms | 0 - 19 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.283 ms | 0 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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| ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.488 ms | 0 - 45 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.748 ms | 0 - 43 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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| ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.405 ms | 0 - 86 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.551 ms | 0 - 87 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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| ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 0.74 ms | 0 - 87 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx.zip) |
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| ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.577 ms | 0 - 20 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.606 ms | 0 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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| ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.41 ms | 0 - 34 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 1.984 ms | 0 - 31 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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| ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 11.555 ms | 8 - 21 MB | CPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx.zip) |
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| ResNet18 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 7.444 ms | 0 - 3 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 10.235 ms | 8 - 31 MB | CPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx.zip) |
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| ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.048 ms | 0 - 19 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.283 ms | 0 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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| ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.405 ms | 0 - 87 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.552 ms | 0 - 88 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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| ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.756 ms | 0 - 25 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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| ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 0.915 ms | 0 - 26 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
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| 90 |
+
| ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.407 ms | 0 - 90 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
|
| 91 |
+
| ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.551 ms | 0 - 89 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
|
| 92 |
+
| ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.577 ms | 0 - 20 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
|
| 93 |
+
| ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.606 ms | 0 - 19 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
|
| 94 |
+
| ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.306 ms | 0 - 41 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
|
| 95 |
+
| ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.408 ms | 0 - 41 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
|
| 96 |
+
| ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.523 ms | 0 - 43 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx.zip) |
|
| 97 |
+
| ResNet18 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 0.256 ms | 0 - 26 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
|
| 98 |
+
| ResNet18 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 0.302 ms | 0 - 23 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
|
| 99 |
+
| ResNet18 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 0.475 ms | 0 - 23 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx.zip) |
|
| 100 |
+
| ResNet18 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 0.602 ms | 0 - 35 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
|
| 101 |
+
| ResNet18 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 0.693 ms | 0 - 35 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
|
| 102 |
+
| ResNet18 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 11.081 ms | 9 - 24 MB | CPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx.zip) |
|
| 103 |
+
| ResNet18 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 0.238 ms | 0 - 25 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
|
| 104 |
+
| ResNet18 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.281 ms | 0 - 22 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
|
| 105 |
+
| ResNet18 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 0.464 ms | 0 - 27 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx.zip) |
|
| 106 |
+
| ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.616 ms | 71 - 71 MB | NPU | [ResNet18.dlc](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.dlc) |
|
| 107 |
+
| ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.637 ms | 12 - 12 MB | NPU | [ResNet18.onnx.zip](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx.zip) |
|
| 108 |
|
| 109 |
|
| 110 |
|
|
|
|
| 118 |
```
|
| 119 |
|
| 120 |
|
| 121 |
+
## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
|
| 122 |
|
| 123 |
+
Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
|
| 124 |
Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
|
| 125 |
|
| 126 |
With this API token, you can configure your client to run models on the cloud
|
|
|
|
| 128 |
```bash
|
| 129 |
qai-hub configure --api_token API_TOKEN
|
| 130 |
```
|
| 131 |
+
Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
|
| 132 |
|
| 133 |
|
| 134 |
|
|
|
|
| 239 |
spot check the output with expected output.
|
| 240 |
|
| 241 |
**Note**: This on-device profiling and inference requires access to Qualcomm®
|
| 242 |
+
AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
|
| 243 |
|
| 244 |
|
| 245 |
|
ResNet18_float.dlc
CHANGED
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