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MobileNet-v3-Large

Image Classification
PyTorch
LiteRT
backbone
real_time
android
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@@ -1,11 +1,11 @@
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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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  - real_time
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  - android
 
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  ---
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@@ -36,31 +36,35 @@ 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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- | MobileNet-v3-Large | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.993 ms | 0 - 75 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.05 ms | 0 - 64 MB | FP16 | NPU | [MobileNet-v3-Large.so](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.so) |
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- | MobileNet-v3-Large | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.005 ms | 0 - 57 MB | FP16 | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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- | MobileNet-v3-Large | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.679 ms | 0 - 21 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.719 ms | 0 - 23 MB | FP16 | NPU | [MobileNet-v3-Large.so](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.so) |
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- | MobileNet-v3-Large | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.705 ms | 0 - 25 MB | FP16 | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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- | MobileNet-v3-Large | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.688 ms | 0 - 25 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.725 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.721 ms | 0 - 23 MB | FP16 | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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- | MobileNet-v3-Large | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.993 ms | 0 - 74 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.007 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | SA7255P ADP | SA7255P | TFLITE | 15.032 ms | 0 - 14 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | SA7255P ADP | SA7255P | QNN | 14.698 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.999 ms | 0 - 6 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.002 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | SA8295P ADP | SA8295P | TFLITE | 1.88 ms | 0 - 21 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | SA8295P ADP | SA8295P | QNN | 2.09 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.998 ms | 0 - 54 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.0 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | SA8775P ADP | SA8775P | TFLITE | 1.698 ms | 0 - 15 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | SA8775P ADP | SA8775P | QNN | 1.844 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.392 ms | 0 - 24 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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- | MobileNet-v3-Large | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.455 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.167 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Large | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.051 ms | 14 - 14 MB | FP16 | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
 
 
 
 
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@@ -125,7 +129,7 @@ MobileNet-v3-Large
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.0
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- Estimated peak memory usage (MB): [0, 75]
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  Total # Ops : 128
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  Compute Unit(s) : NPU (128 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - real_time
7
  - android
8
+ pipeline_tag: image-classification
9
 
10
  ---
11
 
 
36
 
37
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | MobileNet-v3-Large | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.992 ms | 0 - 74 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.999 ms | 1 - 3 MB | FP16 | NPU | [MobileNet-v3-Large.so](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.so) |
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+ | MobileNet-v3-Large | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.02 ms | 0 - 57 MB | FP16 | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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+ | MobileNet-v3-Large | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.678 ms | 0 - 25 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.685 ms | 0 - 19 MB | FP16 | NPU | [MobileNet-v3-Large.so](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.so) |
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+ | MobileNet-v3-Large | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.728 ms | 0 - 29 MB | FP16 | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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+ | MobileNet-v3-Large | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.677 ms | 0 - 22 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.725 ms | 0 - 23 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.608 ms | 0 - 18 MB | FP16 | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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+ | MobileNet-v3-Large | SA7255P ADP | SA7255P | TFLITE | 15.033 ms | 0 - 13 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | SA7255P ADP | SA7255P | QNN | 14.692 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.991 ms | 0 - 74 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.001 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | SA8295P ADP | SA8295P | TFLITE | 1.86 ms | 0 - 15 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | SA8295P ADP | SA8295P | QNN | 2.503 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.995 ms | 0 - 64 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.005 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | SA8775P ADP | SA8775P | TFLITE | 1.693 ms | 0 - 13 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | SA8775P ADP | SA8775P | QNN | 1.817 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 15.033 ms | 0 - 13 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 14.692 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.992 ms | 0 - 74 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.997 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.693 ms | 0 - 13 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.817 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.372 ms | 0 - 20 MB | FP16 | NPU | [MobileNet-v3-Large.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.tflite) |
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+ | MobileNet-v3-Large | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.452 ms | 1 - 21 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.141 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Large | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.04 ms | 14 - 14 MB | FP16 | NPU | [MobileNet-v3-Large.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Large/blob/main/MobileNet-v3-Large.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.0
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+ Estimated peak memory usage (MB): [0, 74]
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  Total # Ops : 128
134
  Compute Unit(s) : NPU (128 ops)
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  ```