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EfficientViT-l2-cls

Image Classification
PyTorch
LiteRT
ONNX
backbone
real_time
android
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@@ -36,25 +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-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.834 ms | 0 - 28 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.895 ms | 1 - 3 MB | FP16 | NPU | [EfficientViT-l2-cls.so](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.so) |
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- | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.574 ms | 0 - 458 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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- | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 13.676 ms | 0 - 267 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.143 ms | 1 - 20 MB | FP16 | NPU | [EfficientViT-l2-cls.so](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.so) |
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- | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.097 ms | 1 - 188 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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- | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 14.051 ms | 0 - 245 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.883 ms | 1 - 135 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.465 ms | 0 - 148 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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- | EfficientViT-l2-cls | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 149.525 ms | 1 - 244 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 140.764 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.783 ms | 0 - 28 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.721 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 25.03 ms | 0 - 243 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 19.599 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.39 ms | 0 - 211 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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- | EfficientViT-l2-cls | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 17.616 ms | 0 - 101 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.518 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-l2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 16.319 ms | 131 - 131 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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@@ -118,8 +118,8 @@ Profiling Results
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  EfficientViT-l2-cls
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 18.8
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- Estimated peak memory usage (MB): [0, 28]
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  Total # Ops : 675
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  Compute Unit(s) : NPU (675 ops)
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  ```
 
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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-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.947 ms | 0 - 27 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 18.956 ms | 0 - 29 MB | FP16 | NPU | [EfficientViT-l2-cls.so](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.so) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.709 ms | 0 - 374 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 13.702 ms | 0 - 274 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 13.685 ms | 1 - 161 MB | FP16 | NPU | [EfficientViT-l2-cls.so](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.so) |
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+ | EfficientViT-l2-cls | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.337 ms | 1 - 185 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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+ | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 11.685 ms | 0 - 245 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 11.859 ms | 0 - 135 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.468 ms | 1 - 149 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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+ | EfficientViT-l2-cls | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 149.519 ms | 0 - 243 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 140.768 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.81 ms | 0 - 29 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.587 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 24.972 ms | 0 - 243 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 19.585 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.284 ms | 0 - 213 MB | FP16 | NPU | [EfficientViT-l2-cls.tflite](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.tflite) |
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+ | EfficientViT-l2-cls | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 17.365 ms | 0 - 100 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.545 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-l2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 16.335 ms | 131 - 131 MB | FP16 | NPU | [EfficientViT-l2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-l2-cls/blob/main/EfficientViT-l2-cls.onnx) |
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  EfficientViT-l2-cls
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 18.9
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+ Estimated peak memory usage (MB): [0, 27]
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  Total # Ops : 675
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  Compute Unit(s) : NPU (675 ops)
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  ```