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Swin-Tiny

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v0.29.1

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.29.1 for changelog.

Files changed (3) hide show
  1. README.md +34 -34
  2. Swin-Tiny.so +0 -3
  3. Swin-Tiny.bin → Swin-Tiny_w8a16.onnx +2 -2
README.md CHANGED
@@ -35,39 +35,39 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Swin-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 24.966 ms | 0 - 153 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 24.371 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.443 ms | 0 - 162 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 16.25 ms | 0 - 156 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 11.091 ms | 0 - 14 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 10.953 ms | 1 - 4 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 12.382 ms | 0 - 154 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 12.17 ms | 1 - 15 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 24.966 ms | 0 - 153 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 24.371 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 11.033 ms | 0 - 16 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 11.013 ms | 1 - 2 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 15.245 ms | 0 - 150 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 15.148 ms | 1 - 17 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 11.114 ms | 0 - 15 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 11.021 ms | 1 - 3 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 12.382 ms | 0 - 154 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 12.17 ms | 1 - 15 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 11.135 ms | 0 - 16 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 10.973 ms | 0 - 40 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.788 ms | 0 - 196 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 7.335 ms | 0 - 161 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 7.451 ms | 1 - 160 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.487 ms | 56 - 212 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.812 ms | 0 - 154 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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- | Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 6.813 ms | 1 - 151 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.04 ms | 0 - 145 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.674 ms | 1 - 1 MB | NPU | Use Export Script |
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- | Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.361 ms | 57 - 57 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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- | Swin-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 62.14 ms | 125 - 227 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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- | Swin-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 50.698 ms | 159 - 319 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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- | Swin-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 48.432 ms | 158 - 291 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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- | Swin-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.223 ms | 232 - 232 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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@@ -131,7 +131,7 @@ Profiling Results
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  Swin-Tiny
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 25.0
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  Estimated peak memory usage (MB): [0, 153]
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  Total # Ops : 837
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  Compute Unit(s) : npu (837 ops) gpu (0 ops) cpu (0 ops)
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Swin-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 24.932 ms | 0 - 153 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 24.472 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.88 ms | 0 - 157 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 16.357 ms | 1 - 153 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 10.994 ms | 0 - 16 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 11.012 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 12.339 ms | 0 - 153 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 12.184 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 24.932 ms | 0 - 153 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 24.472 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 11.031 ms | 0 - 15 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 11.018 ms | 1 - 5 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 15.29 ms | 0 - 151 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 15.141 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 11.096 ms | 0 - 18 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 11.093 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 12.339 ms | 0 - 153 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 12.184 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 11.024 ms | 0 - 15 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 10.964 ms | 0 - 36 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.693 ms | 0 - 191 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 7.395 ms | 0 - 161 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 7.403 ms | 1 - 162 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.489 ms | 1 - 158 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 5.648 ms | 0 - 154 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
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+ | Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 6.707 ms | 1 - 151 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.04 ms | 1 - 148 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.406 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.335 ms | 57 - 57 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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+ | Swin-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 60.356 ms | 149 - 258 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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+ | Swin-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 48.558 ms | 157 - 315 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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+ | Swin-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 43.226 ms | 158 - 290 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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+ | Swin-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 62.702 ms | 232 - 232 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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131
  Swin-Tiny
132
  Device : cs_8275 (ANDROID 14)
133
  Runtime : TFLITE
134
+ Estimated inference time (ms) : 24.9
135
  Estimated peak memory usage (MB): [0, 153]
136
  Total # Ops : 837
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  Compute Unit(s) : npu (837 ops) gpu (0 ops) cpu (0 ops)
Swin-Tiny.so DELETED
@@ -1,3 +0,0 @@
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- size 116647952
 
 
 
 
Swin-Tiny.bin → Swin-Tiny_w8a16.onnx RENAMED
@@ -1,3 +1,3 @@
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