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README.md
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datasets:
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- imagenet-1k
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- imagenet-22k
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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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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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| Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 25.
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| Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 28.
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| Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 46.
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| Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE |
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| Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN |
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| Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX |
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Swin-Base
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 25.
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Estimated peak memory usage (MB): [0, 3]
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Total # Ops : 1568
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Compute Unit(s) : NPU (1568 ops)
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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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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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| Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 25.417 ms | 0 - 3 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 28.56 ms | 0 - 47 MB | FP16 | NPU | [Swin-Base.so](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.so) |
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| Swin-Base | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 46.639 ms | 0 - 226 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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| Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 17.689 ms | 0 - 571 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 19.799 ms | 0 - 199 MB | FP16 | NPU | [Swin-Base.so](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.so) |
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| Swin-Base | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 32.572 ms | 1 - 833 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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| Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 16.365 ms | 0 - 269 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 17.238 ms | 0 - 201 MB | FP16 | NPU | Use Export Script |
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| Swin-Base | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 28.991 ms | 1 - 331 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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| Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 25.188 ms | 0 - 197 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 26.926 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| Swin-Base | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 25.671 ms | 0 - 4 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | SA8255 (Proxy) | SA8255P Proxy | QNN | 26.928 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| Swin-Base | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 25.457 ms | 0 - 3 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | SA8775 (Proxy) | SA8775P Proxy | QNN | 27.232 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| Swin-Base | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 25.46 ms | 0 - 3 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | SA8650 (Proxy) | SA8650P Proxy | QNN | 27.174 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| Swin-Base | SA8295P ADP | SA8295P | TFLITE | 36.059 ms | 0 - 241 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | SA8295P ADP | SA8295P | QNN | 38.055 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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| Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 32.462 ms | 0 - 543 MB | FP16 | NPU | [Swin-Base.tflite](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.tflite) |
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| Swin-Base | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 35.434 ms | 0 - 191 MB | FP16 | NPU | Use Export Script |
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| Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 27.609 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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| Swin-Base | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 52.036 ms | 198 - 198 MB | FP16 | NPU | [Swin-Base.onnx](https://huggingface.co/qualcomm/Swin-Base/blob/main/Swin-Base.onnx) |
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Swin-Base
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 25.4
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Estimated peak memory usage (MB): [0, 3]
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Total # Ops : 1568
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Compute Unit(s) : NPU (1568 ops)
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