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EfficientViT-b2-cls

Image Classification
PyTorch
backbone
bu_auto
real_time
android
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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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@@ -36,21 +36,25 @@ 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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- | EfficientViT-b2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.612 ms | 0 - 233 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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- | EfficientViT-b2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 7.507 ms | 0 - 214 MB | FP16 | NPU | [EfficientViT-b2-cls.so](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.so) |
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- | EfficientViT-b2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.24 ms | 0 - 140 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
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- | EfficientViT-b2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.228 ms | 0 - 32 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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- | EfficientViT-b2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.951 ms | 1 - 37 MB | FP16 | NPU | [EfficientViT-b2-cls.so](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.so) |
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- | EfficientViT-b2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.823 ms | 1 - 42 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
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- | EfficientViT-b2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 5.172 ms | 0 - 39 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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- | EfficientViT-b2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.265 ms | 1 - 39 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.62 ms | 1 - 41 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
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- | EfficientViT-b2-cls | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.78 ms | 0 - 232 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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- | EfficientViT-b2-cls | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.207 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.053 ms | 0 - 35 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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- | EfficientViT-b2-cls | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.485 ms | 1 - 37 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.673 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.877 ms | 51 - 51 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
 
 
 
 
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@@ -114,8 +118,8 @@ Profiling Results
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  EfficientViT-b2-cls
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 7.6
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- Estimated peak memory usage (MB): [0, 233]
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  Total # Ops : 379
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  Compute Unit(s) : NPU (379 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
+ | EfficientViT-b2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 7.803 ms | 0 - 232 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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+ | EfficientViT-b2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 7.219 ms | 1 - 3 MB | FP16 | NPU | [EfficientViT-b2-cls.so](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.so) |
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+ | EfficientViT-b2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 7.291 ms | 1 - 140 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
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+ | EfficientViT-b2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.233 ms | 0 - 39 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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+ | EfficientViT-b2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.683 ms | 1 - 20 MB | FP16 | NPU | [EfficientViT-b2-cls.so](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.so) |
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+ | EfficientViT-b2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.881 ms | 0 - 44 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
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+ | EfficientViT-b2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.394 ms | 0 - 38 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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+ | EfficientViT-b2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.266 ms | 1 - 38 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.939 ms | 1 - 40 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
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+ | EfficientViT-b2-cls | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 55.198 ms | 0 - 34 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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+ | EfficientViT-b2-cls | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 55.156 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 7.582 ms | 0 - 242 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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+ | EfficientViT-b2-cls | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.211 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 10.807 ms | 0 - 34 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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+ | EfficientViT-b2-cls | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 10.09 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.182 ms | 0 - 35 MB | FP16 | NPU | [EfficientViT-b2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.tflite) |
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+ | EfficientViT-b2-cls | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.494 ms | 1 - 38 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.651 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.825 ms | 51 - 51 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
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  EfficientViT-b2-cls
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 7.8
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+ Estimated peak memory usage (MB): [0, 232]
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  Total # Ops : 379
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  Compute Unit(s) : NPU (379 ops)
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  ```