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ResNet-2Plus1D-Quantized

Video Classification
PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -36,24 +36,24 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.966 ms | 1 - 3 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.so](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.so) |
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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 348.009 ms | 0 - 76 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.8 ms | 1 - 18 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.so](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.so) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 238.101 ms | 7 - 768 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.768 ms | 1 - 45 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 233.578 ms | 0 - 725 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | SA7255P ADP | SA7255P | QNN | 83.082 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.947 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8295P ADP | SA8295P | QNN | 7.106 ms | 1 - 18 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.939 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8775P ADP | SA8775P | QNN | 5.133 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 23.691 ms | 1 - 12 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 83.082 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.95 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.133 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.234 ms | 1 - 61 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.224 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 347.008 ms | 50 - 50 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.onnx) |
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@@ -117,8 +117,8 @@ Profiling Results
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  ResNet-2Plus1D
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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- Estimated inference time (ms) : 4.0
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- Estimated peak memory usage (MB): [1, 3]
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  Total # Ops : 87
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  Compute Unit(s) : NPU (87 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.079 ms | 0 - 14 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.so](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.so) |
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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 334.829 ms | 0 - 79 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.969 ms | 1 - 59 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.so](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.so) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 237.984 ms | 5 - 763 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.362 ms | 1 - 46 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 279.464 ms | 6 - 730 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | SA7255P ADP | SA7255P | QNN | 83.044 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.952 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8295P ADP | SA8295P | QNN | 7.096 ms | 1 - 18 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.957 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | SA8775P ADP | SA8775P | QNN | 5.136 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 23.703 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 83.044 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.967 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.136 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 5.379 ms | 0 - 61 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.214 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 347.061 ms | 49 - 49 MB | INT8 | NPU | [ResNet-2Plus1D-Quantized.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D-Quantized/blob/main/ResNet-2Plus1D.onnx) |
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  ResNet-2Plus1D
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  Device : Samsung Galaxy S23 (13)
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  Runtime : QNN
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+ Estimated inference time (ms) : 4.1
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+ Estimated peak memory usage (MB): [0, 14]
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  Total # Ops : 87
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  Compute Unit(s) : NPU (87 ops)
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  ```