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ResNet101

Image Classification
PyTorch
TF Lite
ONNX
backbone
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
@@ -38,27 +35,29 @@ 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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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.46 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.504 ms | 0 - 149 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.631 ms | 1 - 2 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.926 ms | 0 - 114 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.734 ms | 1 - 34 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.791 ms | 0 - 118 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.371 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.275 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.407 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.283 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 3.391 ms | 0 - 6 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.321 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.422 ms | 0 - 5 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.286 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.81 ms | 0 - 92 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.825 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.377 ms | 0 - 43 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.401 ms | 1 - 33 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.51 ms | 0 - 46 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.453 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.58 ms | 86 - 86 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
 
 
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@@ -122,7 +121,7 @@ Profiling Results
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  ResNet101
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 3.5
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  Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 147
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  Compute Unit(s) : NPU (147 ops)
 
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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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+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.411 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.464 ms | 0 - 169 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
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+ | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.565 ms | 0 - 97 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.452 ms | 0 - 115 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.502 ms | 1 - 35 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
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+ | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.551 ms | 0 - 118 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.008 ms | 0 - 43 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.403 ms | 0 - 32 MB | FP16 | NPU | Use Export Script |
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+ | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.168 ms | 0 - 45 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.368 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.278 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.384 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.271 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet101 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 3.412 ms | 0 - 2 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.305 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.394 ms | 0 - 111 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.308 ms | 3 - 4 MB | FP16 | NPU | Use Export Script |
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+ | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 5.693 ms | 0 - 24 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | SA8295P ADP | SA8295P | QNN | 6.358 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 4.741 ms | 0 - 92 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.832 ms | 1 - 22 MB | FP16 | NPU | Use Export Script |
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+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.463 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.593 ms | 87 - 87 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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  ResNet101
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 3.4
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  Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 147
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  Compute Unit(s) : NPU (147 ops)