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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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- | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.377 ms | 0 - 46 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 17.91 ms | 1 - 48 MB | FP16 | NPU | [VIT.so](https://huggingface.co/qualcomm/VIT/blob/main/VIT.so) |
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- | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.754 ms | 0 - 361 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
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- | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.044 ms | 0 - 62 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 12.434 ms | 1 - 57 MB | FP16 | NPU | [VIT.so](https://huggingface.co/qualcomm/VIT/blob/main/VIT.so) |
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- | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.645 ms | 0 - 46 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
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- | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 11.399 ms | 0 - 63 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 9.734 ms | 1 - 62 MB | FP16 | NPU | Use Export Script |
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- | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.697 ms | 0 - 43 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
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- | VIT | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.427 ms | 0 - 45 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 15.73 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | VIT | SA7255P ADP | SA7255P | TFLITE | 258.686 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | SA7255P ADP | SA7255P | QNN | 252.191 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | VIT | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.313 ms | 0 - 45 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | SA8255 (Proxy) | SA8255P Proxy | QNN | 15.795 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | VIT | SA8295P ADP | SA8295P | TFLITE | 27.626 ms | 0 - 57 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | SA8295P ADP | SA8295P | QNN | 22.986 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | VIT | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.339 ms | 0 - 46 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | SA8650 (Proxy) | SA8650P Proxy | QNN | 15.808 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | VIT | SA8775P ADP | SA8775P | TFLITE | 24.668 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | SA8775P ADP | SA8775P | QNN | 22.815 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | VIT | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.482 ms | 0 - 59 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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- | VIT | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 23.502 ms | 1 - 54 MB | FP16 | NPU | Use Export Script |
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- | VIT | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 16.177 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | VIT | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.528 ms | 171 - 171 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
 
 
 
 
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@@ -124,7 +128,7 @@ VIT
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 17.4
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- Estimated peak memory usage (MB): [0, 46]
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  Total # Ops : 1579
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  Compute Unit(s) : NPU (1579 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - android
7
+ pipeline_tag: image-classification
8
 
9
  ---
10
 
 
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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  |---|---|---|---|---|---|---|---|---|
38
+ | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.378 ms | 0 - 47 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 15.795 ms | 1 - 3 MB | FP16 | NPU | [VIT.so](https://huggingface.co/qualcomm/VIT/blob/main/VIT.so) |
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+ | VIT | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.883 ms | 0 - 358 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
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+ | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.059 ms | 0 - 63 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 11.111 ms | 1 - 16 MB | FP16 | NPU | [VIT.so](https://huggingface.co/qualcomm/VIT/blob/main/VIT.so) |
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+ | VIT | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.668 ms | 1 - 49 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
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+ | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 11.4 ms | 0 - 64 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.664 ms | 0 - 61 MB | FP16 | NPU | Use Export Script |
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+ | VIT | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.671 ms | 0 - 44 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
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+ | VIT | SA7255P ADP | SA7255P | TFLITE | 258.592 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | SA7255P ADP | SA7255P | QNN | 252.171 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | VIT | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.36 ms | 0 - 48 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | SA8255 (Proxy) | SA8255P Proxy | QNN | 15.812 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | VIT | SA8295P ADP | SA8295P | TFLITE | 27.693 ms | 0 - 54 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | SA8295P ADP | SA8295P | QNN | 22.985 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | VIT | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.341 ms | 0 - 48 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | SA8650 (Proxy) | SA8650P Proxy | QNN | 15.792 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | VIT | SA8775P ADP | SA8775P | TFLITE | 24.607 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | SA8775P ADP | SA8775P | QNN | 22.786 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | VIT | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 258.592 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 252.171 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | VIT | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.332 ms | 0 - 49 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 15.794 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | VIT | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 24.607 ms | 0 - 58 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 22.786 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | VIT | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.68 ms | 0 - 59 MB | FP16 | NPU | [VIT.tflite](https://huggingface.co/qualcomm/VIT/blob/main/VIT.tflite) |
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+ | VIT | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 23.826 ms | 1 - 57 MB | FP16 | NPU | Use Export Script |
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+ | VIT | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 16.225 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | VIT | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 20.509 ms | 172 - 172 MB | FP16 | NPU | [VIT.onnx](https://huggingface.co/qualcomm/VIT/blob/main/VIT.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 17.4
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+ Estimated peak memory usage (MB): [0, 47]
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  Total # Ops : 1579
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  Compute Unit(s) : NPU (1579 ops)
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  ```