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ResNeXt101

Image Classification
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@@ -1,10 +1,10 @@
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: image-classification
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  tags:
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  - backbone
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  - android
 
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  ---
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@@ -35,31 +35,35 @@ 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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- | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.498 ms | 0 - 33 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.631 ms | 0 - 33 MB | FP16 | NPU | [ResNeXt101.so](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.so) |
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- | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.003 ms | 0 - 436 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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- | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.615 ms | 0 - 89 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.73 ms | 0 - 92 MB | FP16 | NPU | [ResNeXt101.so](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.so) |
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- | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.995 ms | 0 - 93 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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- | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.985 ms | 0 - 99 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.996 ms | 1 - 98 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.379 ms | 1 - 101 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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- | ResNeXt101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.523 ms | 0 - 35 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.793 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | SA7255P ADP | SA7255P | TFLITE | 272.554 ms | 0 - 96 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | SA7255P ADP | SA7255P | QNN | 272.958 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.495 ms | 0 - 35 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.857 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | SA8295P ADP | SA8295P | TFLITE | 10.666 ms | 0 - 52 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | SA8295P ADP | SA8295P | QNN | 11.415 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.492 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.788 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | SA8775P ADP | SA8775P | TFLITE | 12.35 ms | 0 - 96 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | SA8775P ADP | SA8775P | QNN | 12.378 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.164 ms | 0 - 53 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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- | ResNeXt101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.382 ms | 0 - 57 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.84 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.803 ms | 173 - 173 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
 
 
 
 
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@@ -124,7 +128,7 @@ ResNeXt101
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 6.5
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- Estimated peak memory usage (MB): [0, 33]
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  Total # Ops : 147
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  Compute Unit(s) : NPU (147 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
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  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - android
7
+ pipeline_tag: image-classification
8
 
9
  ---
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35
 
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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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+ | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.496 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 6.875 ms | 0 - 2 MB | FP16 | NPU | [ResNeXt101.so](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.so) |
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+ | ResNeXt101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.087 ms | 0 - 438 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+ | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.622 ms | 0 - 93 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.858 ms | 1 - 16 MB | FP16 | NPU | [ResNeXt101.so](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.so) |
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+ | ResNeXt101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.116 ms | 0 - 95 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+ | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.614 ms | 0 - 100 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.015 ms | 1 - 98 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.159 ms | 1 - 101 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+ | ResNeXt101 | SA7255P ADP | SA7255P | TFLITE | 272.563 ms | 0 - 96 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | SA7255P ADP | SA7255P | QNN | 272.976 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.483 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 6.822 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | SA8295P ADP | SA8295P | TFLITE | 10.66 ms | 0 - 51 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | SA8295P ADP | SA8295P | QNN | 11.041 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.496 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 6.839 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | SA8775P ADP | SA8775P | TFLITE | 12.355 ms | 0 - 96 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | SA8775P ADP | SA8775P | QNN | 12.401 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 272.563 ms | 0 - 96 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 272.976 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.504 ms | 0 - 34 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 6.814 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 12.355 ms | 0 - 96 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 12.401 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.059 ms | 0 - 55 MB | FP16 | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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+ | ResNeXt101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 9.208 ms | 1 - 55 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.136 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | ResNeXt101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.823 ms | 173 - 173 MB | FP16 | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 6.5
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+ Estimated peak memory usage (MB): [0, 34]
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  Total # Ops : 147
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  Compute Unit(s) : NPU (147 ops)
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  ```