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MobileNet-v3-Small

Image Classification
PyTorch
LiteRT
ONNX
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-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.815 ms | 0 - 44 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.856 ms | 0 - 33 MB | FP16 | NPU | [MobileNet-v3-Small.so](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.so) |
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- | MobileNet-v3-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.817 ms | 0 - 32 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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- | MobileNet-v3-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.538 ms | 0 - 21 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.573 ms | 0 - 22 MB | FP16 | NPU | [MobileNet-v3-Small.so](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.so) |
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- | MobileNet-v3-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.543 ms | 0 - 27 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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- | MobileNet-v3-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.553 ms | 0 - 19 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.586 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.49 ms | 1 - 20 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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- | MobileNet-v3-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.815 ms | 0 - 43 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.852 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA7255P ADP | SA7255P | TFLITE | 7.671 ms | 0 - 12 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | SA7255P ADP | SA7255P | QNN | 7.553 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.813 ms | 0 - 44 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.841 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA8295P ADP | SA8295P | TFLITE | 1.564 ms | 0 - 18 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | SA8295P ADP | SA8295P | QNN | 1.763 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.814 ms | 0 - 4 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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  | MobileNet-v3-Small | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.84 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | SA8775P ADP | SA8775P | TFLITE | 1.368 ms | 0 - 13 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | SA8775P ADP | SA8775P | QNN | 1.524 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.102 ms | 0 - 21 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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- | MobileNet-v3-Small | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.159 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.959 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MobileNet-v3-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.863 ms | 7 - 7 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
 
 
 
 
 
 
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@@ -125,7 +129,7 @@ MobileNet-v3-Small
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.8
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- Estimated peak memory usage (MB): [0, 44]
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  Total # Ops : 115
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  Compute Unit(s) : NPU (115 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-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.817 ms | 0 - 34 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.838 ms | 0 - 4 MB | FP16 | NPU | [MobileNet-v3-Small.so](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.so) |
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+ | MobileNet-v3-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.819 ms | 0 - 22 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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+ | MobileNet-v3-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.539 ms | 0 - 22 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.554 ms | 0 - 19 MB | FP16 | NPU | [MobileNet-v3-Small.so](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.so) |
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+ | MobileNet-v3-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.546 ms | 0 - 26 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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+ | MobileNet-v3-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.552 ms | 0 - 19 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.548 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.489 ms | 1 - 19 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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+ | MobileNet-v3-Small | SA7255P ADP | SA7255P | TFLITE | 7.652 ms | 0 - 11 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | SA7255P ADP | SA7255P | QNN | 7.5 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.816 ms | 0 - 34 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.844 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | SA8295P ADP | SA8295P | TFLITE | 1.533 ms | 0 - 13 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | SA8295P ADP | SA8295P | QNN | 1.736 ms | 1 - 14 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.815 ms | 0 - 33 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
 
 
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  | MobileNet-v3-Small | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.84 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | SA8775P ADP | SA8775P | TFLITE | 1.354 ms | 0 - 11 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | SA8775P ADP | SA8775P | QNN | 1.546 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 7.652 ms | 0 - 11 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 7.5 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.817 ms | 0 - 34 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.837 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.354 ms | 0 - 11 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.546 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.089 ms | 0 - 21 MB | FP16 | NPU | [MobileNet-v3-Small.tflite](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.tflite) |
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+ | MobileNet-v3-Small | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.156 ms | 1 - 19 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.983 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | MobileNet-v3-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.843 ms | 7 - 7 MB | FP16 | NPU | [MobileNet-v3-Small.onnx](https://huggingface.co/qualcomm/MobileNet-v3-Small/blob/main/MobileNet-v3-Small.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
131
  Estimated inference time (ms) : 0.8
132
+ Estimated peak memory usage (MB): [0, 34]
133
  Total # Ops : 115
134
  Compute Unit(s) : NPU (115 ops)
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  ```