v0.42.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.
- FCN-ResNet50_float.dlc +2 -2
- FCN-ResNet50_float.onnx.zip +1 -1
- FCN-ResNet50_w8a8.dlc +2 -2
- FCN-ResNet50_w8a8.onnx.zip +2 -2
- FCN-ResNet50_w8a8.tflite +1 -1
- README.md +72 -69
FCN-ResNet50_float.dlc
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FCN-ResNet50_float.onnx.zip
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FCN-ResNet50_w8a8.dlc
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FCN-ResNet50_w8a8.onnx.zip
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FCN-ResNet50_w8a8.tflite
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README.md
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@@ -37,71 +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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|---|---|---|---|---|---|---|---|---|
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| 40 |
-
| FCN-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 277.
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| FCN-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 74.
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| FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.
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| FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX |
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-
| FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 77.
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| FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 277.
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| FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC |
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-
| FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 47.
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| FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC |
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-
| FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 84.
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-
| FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC |
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| FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 47.
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| FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC |
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| FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 77.
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| FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC |
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| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE |
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| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC |
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| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX |
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| FCN-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE |
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| FCN-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC |
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-
| FCN-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 27.
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-
| FCN-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE |
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| FCN-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC |
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-
| FCN-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 21.
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| FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC |
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| FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 43.
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-
| FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 39.
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| FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.
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| FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 14.
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| FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX |
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| FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.
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| FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 110.
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| FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC |
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| FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX |
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| FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE |
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| FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX |
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| FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 39.
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| FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC |
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| FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 14.
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| FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC |
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| FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 21.
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| FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 21.
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| FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 14.
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| FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 15
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| FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.
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| FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 10.
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 9.
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC |
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| FCN-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 8.
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| FCN-ResNet50 | w8a8 | Snapdragon
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| FCN-ResNet50 | w8a8 | Snapdragon
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| FCN-ResNet50 | w8a8 | Snapdragon
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| FCN-ResNet50 | w8a8 | Snapdragon
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| FCN-ResNet50 | w8a8 | Snapdragon
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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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```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
|
| 39 |
|---|---|---|---|---|---|---|---|---|
|
| 40 |
+
| FCN-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 277.849 ms | 0 - 141 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
|
| 41 |
+
| FCN-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 271.504 ms | 0 - 130 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
|
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+
| FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 74.285 ms | 0 - 117 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| 43 |
+
| FCN-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 102.617 ms | 3 - 105 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
|
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+
| FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.91 ms | 0 - 23 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+
| FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 43.623 ms | 3 - 49 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
|
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+
| FCN-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 43.902 ms | 4 - 44 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx.zip) |
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| 47 |
+
| FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 77.516 ms | 0 - 140 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+
| FCN-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 72.404 ms | 0 - 128 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+
| FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 277.849 ms | 0 - 141 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
|
| 50 |
+
| FCN-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 271.504 ms | 0 - 130 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
|
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+
| FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 47.966 ms | 0 - 23 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+
| FCN-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 43.178 ms | 3 - 48 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+
| FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 84.814 ms | 0 - 98 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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| 54 |
+
| FCN-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 93.587 ms | 0 - 109 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
|
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+
| FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 47.622 ms | 0 - 23 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
|
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+
| FCN-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 43.352 ms | 3 - 49 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
|
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+
| FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 77.516 ms | 0 - 140 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+
| FCN-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 72.404 ms | 0 - 128 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+
| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 35.24 ms | 0 - 159 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+
| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 32.198 ms | 3 - 140 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
|
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+
| FCN-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 32.718 ms | 3 - 137 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx.zip) |
|
| 62 |
+
| FCN-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 28.594 ms | 0 - 143 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
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+
| FCN-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 26.409 ms | 0 - 150 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+
| FCN-ResNet50 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 27.419 ms | 0 - 125 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx.zip) |
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| 65 |
+
| FCN-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 24.298 ms | 0 - 147 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.tflite) |
|
| 66 |
+
| FCN-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 23.083 ms | 3 - 161 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
|
| 67 |
+
| FCN-ResNet50 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 21.277 ms | 3 - 141 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx.zip) |
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+
| FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 43.683 ms | 43 - 43 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.dlc) |
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+
| FCN-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 43.725 ms | 63 - 63 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50.onnx.zip) |
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+
| FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 39.403 ms | 0 - 54 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
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| 71 |
+
| FCN-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 38.453 ms | 1 - 71 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 72 |
+
| FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.556 ms | 0 - 89 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 73 |
+
| FCN-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 23.622 ms | 1 - 96 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 74 |
+
| FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 14.627 ms | 0 - 12 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 75 |
+
| FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 14.166 ms | 0 - 18 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 76 |
+
| FCN-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.792 ms | 0 - 100 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx.zip) |
|
| 77 |
+
| FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.122 ms | 0 - 54 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 78 |
+
| FCN-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 14.575 ms | 1 - 72 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 79 |
+
| FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 110.85 ms | 0 - 131 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 80 |
+
| FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 141.101 ms | 0 - 160 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 81 |
+
| FCN-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 1040.358 ms | 65 - 81 MB | CPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx.zip) |
|
| 82 |
+
| FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 1371.821 ms | 86 - 154 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 83 |
+
| FCN-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 792.313 ms | 61 - 120 MB | CPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx.zip) |
|
| 84 |
+
| FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 39.403 ms | 0 - 54 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 85 |
+
| FCN-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 38.453 ms | 1 - 71 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 86 |
+
| FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 14.66 ms | 0 - 14 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 87 |
+
| FCN-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 14.173 ms | 1 - 20 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 88 |
+
| FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 21.847 ms | 0 - 58 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 89 |
+
| FCN-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 21.025 ms | 1 - 75 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 90 |
+
| FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 14.69 ms | 0 - 12 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 91 |
+
| FCN-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 14.15 ms | 0 - 20 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 92 |
+
| FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.122 ms | 0 - 54 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 93 |
+
| FCN-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 14.575 ms | 1 - 72 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 94 |
+
| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 10.918 ms | 0 - 86 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 95 |
+
| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 10.62 ms | 1 - 103 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 96 |
+
| FCN-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.159 ms | 1 - 111 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx.zip) |
|
| 97 |
+
| FCN-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 9.082 ms | 0 - 62 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 98 |
+
| FCN-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 8.658 ms | 1 - 74 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 99 |
+
| FCN-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 8.658 ms | 1 - 73 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx.zip) |
|
| 100 |
+
| FCN-ResNet50 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 28.073 ms | 0 - 85 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 101 |
+
| FCN-ResNet50 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 27.421 ms | 1 - 129 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 102 |
+
| FCN-ResNet50 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 691.744 ms | 67 - 83 MB | CPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx.zip) |
|
| 103 |
+
| FCN-ResNet50 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 7.972 ms | 0 - 58 MB | NPU | [FCN-ResNet50.tflite](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.tflite) |
|
| 104 |
+
| FCN-ResNet50 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 7.301 ms | 1 - 99 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 105 |
+
| FCN-ResNet50 | w8a8 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 7.343 ms | 1 - 99 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.onnx.zip) |
|
| 106 |
+
| FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 14.482 ms | 118 - 118 MB | NPU | [FCN-ResNet50.dlc](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_w8a8.dlc) |
|
| 107 |
+
| FCN-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.878 ms | 32 - 32 MB | NPU | [FCN-ResNet50.onnx.zip](https://huggingface.co/qualcomm/FCN-ResNet50/blob/main/FCN-ResNet50_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 |
|