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ResNeXt50Quantized

Image Classification
PyTorch
TF Lite
ONNX
backbone
quantized
android
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@@ -1,7 +1,4 @@
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  ---
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- datasets:
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- - imagenet-1k
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- - imagenet-22k
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  library_name: pytorch
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  license: bsd-3-clause
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  pipeline_tag: image-classification
@@ -39,28 +36,28 @@ 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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- | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.929 ms | 0 - 2 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.18 ms | 0 - 65 MB | INT8 | NPU | [ResNeXt50Quantized.so](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.so) |
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- | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.87 ms | 0 - 30 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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- | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.687 ms | 0 - 106 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.882 ms | 0 - 33 MB | INT8 | NPU | [ResNeXt50Quantized.so](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.so) |
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- | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.279 ms | 0 - 139 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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- | ResNeXt50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.202 ms | 0 - 58 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 4.53 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 64.073 ms | 0 - 86 MB | INT8 | GPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.92 ms | 0 - 6 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.124 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.943 ms | 0 - 1 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.142 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.946 ms | 0 - 2 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.14 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.077 ms | 0 - 106 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.432 ms | 0 - 36 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.65 ms | 0 - 53 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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- | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.737 ms | 0 - 33 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.252 ms | 0 - 76 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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- | ResNeXt50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.324 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | ResNeXt50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.948 ms | 29 - 29 MB | INT8 | NPU | [ResNeXt50Quantized.onnx](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.onnx) |
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@@ -125,7 +122,7 @@ ResNeXt50Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.9
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- Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 ops)
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  ```
 
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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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  | 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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+ | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.935 ms | 0 - 12 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.181 ms | 0 - 63 MB | INT8 | NPU | [ResNeXt50Quantized.so](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.so) |
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+ | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.696 ms | 0 - 107 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.884 ms | 0 - 31 MB | INT8 | NPU | [ResNeXt50Quantized.so](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.so) |
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+ | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.655 ms | 0 - 53 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.86 ms | 0 - 32 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.128 ms | 0 - 57 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 4.518 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 64.597 ms | 0 - 86 MB | INT8 | GPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.911 ms | 0 - 2 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.125 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.939 ms | 0 - 1 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.142 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 0.938 ms | 0 - 1 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.146 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.941 ms | 0 - 1 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.143 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | SA8295P ADP | SA8295P | TFLITE | 1.474 ms | 0 - 52 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | SA8295P ADP | SA8295P | QNN | 1.802 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.079 ms | 0 - 108 MB | INT8 | NPU | [ResNeXt50Quantized.tflite](https://huggingface.co/qualcomm/ResNeXt50Quantized/blob/main/ResNeXt50Quantized.tflite) |
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+ | ResNeXt50Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.42 ms | 0 - 36 MB | INT8 | NPU | Use Export Script |
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+ | ResNeXt50Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.275 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.9
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+ Estimated peak memory usage (MB): [0, 12]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 ops)
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  ```