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EfficientViT-b2-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-b2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.15 ms | 0 - 267 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 | 5.307 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 | 5.106 ms | 0 - 196 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 | 3.551 ms | 0 - 110 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 | 3.702 ms | 0 - 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 | 3.466 ms | 0 - 56 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 | 3.309 ms | 0 - 98 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 | 2.854 ms | 1 - 60 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.368 ms | 1 - 45 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 | 51.151 ms | 0 - 95 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 | 51.805 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.194 ms | 0 - 149 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 | 5.282 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 7.321 ms | 0 - 95 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 | 7.742 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.239 ms | 0 - 100 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 | 6.126 ms | 1 - 63 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.934 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | EfficientViT-b2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.316 ms | 49 - 49 MB | FP16 | NPU | [EfficientViT-b2-cls.onnx](https://huggingface.co/qualcomm/EfficientViT-b2-cls/blob/main/EfficientViT-b2-cls.onnx) |
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@@ -118,8 +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) : 5.2
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- Estimated peak memory usage (MB): [0, 267]
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  Total # Ops : 379
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  Compute Unit(s) : NPU (379 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-b2-cls | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.007 ms | 0 - 243 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 | 5.306 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 | 5.099 ms | 0 - 148 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 | 3.461 ms | 0 - 110 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 | 3.686 ms | 1 - 19 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 | 3.455 ms | 0 - 60 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 | 3.322 ms | 0 - 97 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 | 3.372 ms | 1 - 58 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.454 ms | 1 - 45 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 | 50.838 ms | 0 - 95 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 | 51.68 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.049 ms | 0 - 253 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 | 5.303 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 7.17 ms | 0 - 95 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 | 7.725 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.371 ms | 0 - 103 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 | 6.727 ms | 1 - 64 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.912 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | EfficientViT-b2-cls | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.42 ms | 49 - 49 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) : 5.0
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+ Estimated peak memory usage (MB): [0, 243]
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  Total # Ops : 379
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  Compute Unit(s) : NPU (379 ops)
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  ```