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ResNet-Mixed-Convolution

Video Classification
PyTorch
LiteRT
ONNX
backbone
android
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@@ -35,22 +35,33 @@ 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-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 139.356 ms | 31 - 44 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 15.127 ms | 2 - 75 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 108.307 ms | 31 - 66 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 11.15 ms | 4 - 64 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 126.801 ms | 31 - 61 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.969 ms | 4 - 61 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | TFLITE | 993.075 ms | 31 - 56 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 138.891 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | TFLITE | 164.662 ms | 31 - 56 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 136.98 ms | 31 - 42 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | TFLITE | 186.04 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 993.075 ms | 31 - 56 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 139.918 ms | 31 - 40 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 186.04 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 145.654 ms | 31 - 65 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.362 ms | 23 - 23 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
 
 
 
 
 
 
 
 
 
 
 
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@@ -114,10 +125,10 @@ Profiling Results
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  ResNet-Mixed-Convolution
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 139.4
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- Estimated peak memory usage (MB): [31, 44]
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- Total # Ops : 55
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- Compute Unit(s) : NPU (50 ops) CPU (5 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-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 145.211 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.254 ms | 2 - 5 MB | FP16 | NPU | [ResNet-Mixed-Convolution.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.so) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.246 ms | 0 - 78 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 108.536 ms | 30 - 65 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.296 ms | 2 - 21 MB | FP16 | NPU | [ResNet-Mixed-Convolution.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.so) |
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+ | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.415 ms | 2 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 109.167 ms | 31 - 59 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 10.622 ms | 2 - 56 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.422 ms | 2 - 51 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | QNN | 760.705 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 144.711 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.297 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | TFLITE | 166.799 ms | 31 - 55 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | QNN | 27.619 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 144.922 ms | 31 - 43 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.317 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | TFLITE | 191.618 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | QNN | 32.071 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 760.705 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 140.246 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.267 ms | 2 - 6 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 191.618 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 32.071 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 152.171 ms | 31 - 66 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.485 ms | 2 - 50 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.91 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.72 ms | 22 - 22 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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  ResNet-Mixed-Convolution
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 145.2
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+ Estimated peak memory usage (MB): [31, 41]
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+ Total # Ops : 57
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+ Compute Unit(s) : NPU (53 ops) CPU (4 ops)
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  ```
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