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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. README.md +65 -65
  2. ResNet101_w8a8.onnx +2 -2
README.md CHANGED
@@ -36,67 +36,67 @@ 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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- | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 18.369 ms | 0 - 87 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 18.336 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.944 ms | 0 - 108 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 5.637 ms | 1 - 32 MB | NPU | Use Export Script |
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- | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.353 ms | 0 - 18 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.273 ms | 1 - 4 MB | NPU | Use Export Script |
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- | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.541 ms | 0 - 87 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.451 ms | 1 - 13 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 18.369 ms | 0 - 87 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 18.336 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.382 ms | 0 - 39 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.272 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 5.652 ms | 0 - 79 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.454 ms | 1 - 19 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.367 ms | 0 - 365 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.292 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.541 ms | 0 - 87 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.451 ms | 1 - 13 MB | NPU | Use Export Script |
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- | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.333 ms | 0 - 405 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.271 ms | 1 - 11 MB | NPU | Use Export Script |
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- | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.377 ms | 0 - 215 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.437 ms | 0 - 114 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.396 ms | 0 - 42 MB | NPU | Use Export Script |
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- | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.406 ms | 0 - 47 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.299 ms | 0 - 92 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.228 ms | 1 - 39 MB | NPU | Use Export Script |
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- | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.04 ms | 1 - 39 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.441 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.454 ms | 86 - 86 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.772 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.928 ms | 0 - 9 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.434 ms | 0 - 95 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.917 ms | 0 - 79 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.154 ms | 0 - 185 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.272 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.311 ms | 0 - 45 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.439 ms | 0 - 14 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.662 ms | 0 - 77 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 6.579 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.165 ms | 0 - 2 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.772 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.928 ms | 0 - 9 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.157 ms | 0 - 186 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.27 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.815 ms | 0 - 46 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.902 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.155 ms | 0 - 187 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.275 ms | 0 - 11 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.311 ms | 0 - 45 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.439 ms | 0 - 14 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.151 ms | 0 - 185 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.262 ms | 0 - 180 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 37.514 ms | 0 - 193 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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- | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.904 ms | 0 - 88 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.972 ms | 0 - 76 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 30.378 ms | 12 - 685 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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- | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.821 ms | 0 - 49 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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- | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.835 ms | 0 - 46 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 30.102 ms | 16 - 639 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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- | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.246 ms | 0 - 0 MB | NPU | Use Export Script |
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- | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.75 ms | 56 - 56 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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@@ -160,8 +160,8 @@ Profiling Results
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  ResNet101
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 18.4
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- Estimated peak memory usage (MB): [0, 87]
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  Total # Ops : 147
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  Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -250,13 +250,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.resnet101.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.resnet101.demo -- --on-device
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  ```
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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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+ | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 135.297 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 135.993 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.698 ms | 0 - 110 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 5.522 ms | 1 - 34 MB | NPU | Use Export Script |
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+ | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.333 ms | 0 - 508 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.24 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.513 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.322 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 135.297 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 135.993 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.34 ms | 0 - 414 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.263 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 5.624 ms | 0 - 81 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.483 ms | 1 - 17 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.369 ms | 0 - 505 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.233 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.513 ms | 0 - 107 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.322 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.35 ms | 0 - 243 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.251 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.319 ms | 0 - 203 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.405 ms | 0 - 135 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.393 ms | 1 - 48 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.432 ms | 0 - 49 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.962 ms | 0 - 112 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.235 ms | 0 - 41 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.38 ms | 1 - 43 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.433 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.39 ms | 86 - 86 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.165 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 16.612 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.357 ms | 0 - 95 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.83 ms | 0 - 77 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.157 ms | 0 - 235 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.269 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.318 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.424 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.254 ms | 0 - 77 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 6.273 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.517 ms | 0 - 7 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.165 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 16.612 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.149 ms | 0 - 231 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.277 ms | 0 - 3 MB | NPU | Use Export Script |
83
+ | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.779 ms | 0 - 45 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
84
+ | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.905 ms | 0 - 16 MB | NPU | Use Export Script |
85
+ | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.163 ms | 0 - 232 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
86
+ | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.277 ms | 0 - 2 MB | NPU | Use Export Script |
87
+ | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.318 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
88
+ | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.424 ms | 0 - 11 MB | NPU | Use Export Script |
89
+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.158 ms | 0 - 235 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
90
+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.271 ms | 0 - 194 MB | NPU | Use Export Script |
91
+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 40.024 ms | 3 - 213 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
92
+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.905 ms | 0 - 91 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
93
+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.975 ms | 0 - 77 MB | NPU | Use Export Script |
94
+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 29.144 ms | 13 - 2647 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
95
+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.805 ms | 0 - 46 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
96
+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.827 ms | 0 - 50 MB | NPU | Use Export Script |
97
+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 30.08 ms | 12 - 1012 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
98
+ | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.245 ms | 0 - 0 MB | NPU | Use Export Script |
99
+ | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.284 ms | 58 - 58 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
100
 
101
 
102
 
 
160
  ResNet101
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
+ Estimated inference time (ms) : 135.3
164
+ Estimated peak memory usage (MB): [0, 107]
165
  Total # Ops : 147
166
  Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
167
  ```
 
250
  You can also run the demo on-device.
251
 
252
  ```bash
253
+ python -m qai_hub_models.models.resnet101.demo --eval-mode on-device
254
  ```
255
 
256
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
257
  environment, please add the following to your cell (instead of the above).
258
  ```
259
+ %run -m qai_hub_models.models.resnet101.demo -- --eval-mode on-device
260
  ```
261
 
262
 
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