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Swin-Small

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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 +33 -33
  2. Swin-Small.so +0 -3
  3. Swin-Small.bin → Swin-Small_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-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 44.432 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 41.766 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.171 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 26.233 ms | 1 - 248 MB | NPU | Use Export Script |
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- | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 18.44 ms | 0 - 27 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 17.358 ms | 1 - 4 MB | NPU | Use Export Script |
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- | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 20.688 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 19.601 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 44.432 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 41.766 ms | 1 - 10 MB | NPU | Use Export Script |
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- | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 18.394 ms | 0 - 30 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 17.639 ms | 0 - 2 MB | NPU | Use Export Script |
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- | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 25.415 ms | 0 - 251 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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  | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 24.516 ms | 1 - 18 MB | NPU | Use Export Script |
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- | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 18.519 ms | 0 - 25 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 17.621 ms | 1 - 3 MB | NPU | Use Export Script |
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- | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 20.688 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 19.601 ms | 1 - 11 MB | NPU | Use Export Script |
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- | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 18.385 ms | 0 - 28 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 17.545 ms | 0 - 59 MB | NPU | Use Export Script |
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- | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.352 ms | 0 - 281 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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- | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 12.448 ms | 64 - 328 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 11.803 ms | 1 - 252 MB | NPU | Use Export Script |
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- | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.903 ms | 0 - 245 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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- | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 11.832 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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- | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.316 ms | 1 - 242 MB | NPU | Use Export Script |
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- | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8.439 ms | 1 - 235 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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- | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.354 ms | 1 - 1 MB | NPU | Use Export Script |
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- | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.156 ms | 100 - 100 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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- | Swin-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 100.576 ms | 238 - 418 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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- | Swin-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 85.053 ms | 276 - 521 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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- | Swin-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 70.937 ms | 284 - 500 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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- | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 107.725 ms | 458 - 458 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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@@ -131,7 +131,7 @@ Profiling Results
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  Swin-Small
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 44.4
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  Estimated peak memory usage (MB): [0, 258]
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  Total # Ops : 1563
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  Compute Unit(s) : npu (1563 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-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 44.455 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 41.812 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.285 ms | 0 - 261 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 25.952 ms | 0 - 245 MB | NPU | Use Export Script |
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+ | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 18.353 ms | 0 - 29 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 17.569 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 20.715 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 19.597 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 44.455 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 41.812 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 18.339 ms | 0 - 29 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 17.666 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 25.451 ms | 0 - 251 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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  | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 24.516 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 18.377 ms | 0 - 29 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 17.6 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 20.715 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 19.597 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 18.399 ms | 0 - 24 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 17.589 ms | 0 - 61 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 16.511 ms | 0 - 278 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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+ | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 12.542 ms | 0 - 261 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 11.918 ms | 1 - 251 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.255 ms | 1 - 248 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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+ | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 11.82 ms | 0 - 258 MB | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
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+ | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.947 ms | 1 - 242 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.263 ms | 1 - 233 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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+ | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.223 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.164 ms | 100 - 100 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
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+ | Swin-Small | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 103.531 ms | 280 - 436 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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+ | Swin-Small | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 79.335 ms | 282 - 525 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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+ | Swin-Small | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 77.508 ms | 288 - 494 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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+ | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 103.142 ms | 463 - 463 MB | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx) |
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  Swin-Small
132
  Device : cs_8275 (ANDROID 14)
133
  Runtime : TFLITE
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+ Estimated inference time (ms) : 44.5
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  Estimated peak memory usage (MB): [0, 258]
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  Total # Ops : 1563
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  Compute Unit(s) : npu (1563 ops) gpu (0 ops) cpu (0 ops)
Swin-Small.so DELETED
@@ -1,3 +0,0 @@
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- size 204080464
 
 
 
 
Swin-Small.bin → Swin-Small_w8a16.onnx RENAMED
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