v0.29.1
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.29.1 for changelog.
- README.md +48 -48
- ResNet-2Plus1D.so +0 -3
- ResNet-2Plus1D_w8a8.bin +0 -3
- ResNet-2Plus1D.bin → ResNet-2Plus1D_w8a8.onnx +2 -2
- ResNet-2Plus1D_w8a8.so +0 -3
README.md
CHANGED
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@@ -36,53 +36,53 @@ 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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| ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
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| ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 82.
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| 41 |
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 129.
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 25.
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| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE |
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| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 13.
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 126.
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 21.
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 82.
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| 49 |
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 114.
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.
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| 51 |
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE |
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 23.
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| 53 |
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE |
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| 54 |
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 13.
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| 55 |
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 126.
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 21.
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 114.
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 13.
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE |
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 9.
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.
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-
| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 99.
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.
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| 65 |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX |
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.
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| 68 |
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| ResNet-2Plus1D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 12.
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| 69 |
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| ResNet-2Plus1D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.
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| 70 |
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| ResNet-2Plus1D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.
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| 71 |
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| ResNet-2Plus1D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.
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| 72 |
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| ResNet-2Plus1D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 23.
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| 73 |
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| ResNet-2Plus1D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 12.
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| ResNet-2Plus1D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.
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| 75 |
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| ResNet-2Plus1D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.
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| 76 |
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| ResNet-2Plus1D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.
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| 77 |
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| ResNet-2Plus1D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.
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| 78 |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.
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| 81 |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX |
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX |
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 346.
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@@ -146,7 +146,7 @@ Profiling Results
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ResNet-2Plus1D
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) :
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| 150 |
Estimated peak memory usage (MB): [28, 60]
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Total # Ops : 94
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Compute Unit(s) : npu (87 ops) gpu (0 ops) cpu (7 ops)
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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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| 38 |
|---|---|---|---|---|---|---|---|---|
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+
| ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 285.083 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 82.56 ms | 2 - 12 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 129.089 ms | 28 - 73 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 25.363 ms | 1 - 62 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 113.224 ms | 4 - 631 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 13.024 ms | 2 - 5 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 126.994 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 21.734 ms | 0 - 12 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 285.083 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 82.56 ms | 2 - 12 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 114.218 ms | 6 - 629 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.12 ms | 2 - 4 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 142.685 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 23.136 ms | 0 - 18 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 115.533 ms | 10 - 700 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 13.182 ms | 2 - 5 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 126.994 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 21.734 ms | 0 - 12 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 114.569 ms | 4 - 623 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 13.072 ms | 2 - 25 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.219 ms | 0 - 167 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 86.199 ms | 28 - 71 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 9.424 ms | 2 - 74 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.411 ms | 2 - 65 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 99.956 ms | 27 - 61 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.189 ms | 2 - 62 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8.939 ms | 7 - 59 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.343 ms | 2 - 2 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.657 ms | 61 - 61 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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| ResNet-2Plus1D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 12.331 ms | 0 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.414 ms | 1 - 63 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.937 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.367 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 23.706 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 12.331 ms | 0 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.948 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.084 ms | 1 - 18 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.976 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.367 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.949 ms | 1 - 18 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 330.963 ms | 0 - 77 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.839 ms | 1 - 60 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 237.312 ms | 6 - 766 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.199 ms | 1 - 47 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 234.03 ms | 0 - 725 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.21 ms | 1 - 1 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 346.577 ms | 50 - 50 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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ResNet-2Plus1D
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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+
Estimated inference time (ms) : 285.1
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Estimated peak memory usage (MB): [28, 60]
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Total # Ops : 94
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Compute Unit(s) : npu (87 ops) gpu (0 ops) cpu (7 ops)
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ResNet-2Plus1D.so
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version https://git-lfs.github.com/spec/v1
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oid sha256:52ce5c7bd07fe0886bc2126fae23348e1caa32226e3e8b652bb4905542324221
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size 126541344
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ResNet-2Plus1D_w8a8.bin
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version https://git-lfs.github.com/spec/v1
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size 32514640
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ResNet-2Plus1D.bin → ResNet-2Plus1D_w8a8.onnx
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size 126091870
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