v0.31.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.
- .gitattributes +2 -0
- README.md +48 -34
- Swin-Tiny.dlc +3 -0
- Swin-Tiny_w8a16.dlc +3 -0
.gitattributes
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@@ -34,3 +34,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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Swin-Tiny.so filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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Swin-Tiny.so filter=lfs diff=lfs merge=lfs -text
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Swin-Tiny.dlc filter=lfs diff=lfs merge=lfs -text
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Swin-Tiny_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
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README.md
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@@ -35,39 +35,53 @@ 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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| Swin-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
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| Swin-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) |
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| Swin-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.
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| Swin-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) |
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| Swin-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 11.
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| Swin-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) |
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| Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 12.
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| Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) |
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| Swin-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| Swin-Tiny | float | SA7255P ADP | Qualcomm® SA7255P |
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| Swin-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 11.
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| Swin-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) |
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| Swin-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 15.
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| Swin-Tiny | float | SA8295P ADP | Qualcomm® SA8295P |
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| Swin-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 11.
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| Swin-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) |
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| Swin-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 12.
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| Swin-Tiny | float | SA8775P ADP | Qualcomm® SA8775P |
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| Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 11.
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| Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.
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| Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 7.
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| Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX |
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| Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.
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| Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile |
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| Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.
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| Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite |
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| Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.
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| Swin-Tiny | w8a16 |
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| Swin-Tiny | w8a16 |
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| Swin-Tiny | w8a16 |
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| Swin-Tiny | w8a16 |
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@@ -131,7 +145,7 @@ 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) :
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Estimated peak memory usage (MB): [0, 173]
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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
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|---|---|---|---|---|---|---|---|---|
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| Swin-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 24.681 ms | 0 - 173 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_DLC | 21.957 ms | 1 - 156 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.971 ms | 0 - 173 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_DLC | 14.967 ms | 1 - 157 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 11.067 ms | 0 - 25 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_DLC | 9.761 ms | 0 - 36 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 12.3 ms | 0 - 174 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_DLC | 10.947 ms | 1 - 157 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 24.681 ms | 0 - 173 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_DLC | 21.957 ms | 1 - 156 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 11.147 ms | 0 - 19 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_DLC | 9.797 ms | 0 - 39 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 15.837 ms | 0 - 172 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_DLC | 14.31 ms | 1 - 153 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 11.117 ms | 0 - 22 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_DLC | 9.832 ms | 1 - 38 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 12.3 ms | 0 - 174 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_DLC | 10.947 ms | 1 - 157 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 11.05 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 9.767 ms | 0 - 37 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.596 ms | 0 - 198 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 | 7.291 ms | 0 - 181 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_DLC | 6.345 ms | 1 - 165 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.204 ms | 1 - 170 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 | 7.077 ms | 0 - 170 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_DLC | 5.893 ms | 1 - 158 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.709 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 X Elite CRD | Snapdragon® X Elite | QNN_DLC | 12.004 ms | 373 - 373 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.dlc) |
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| Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.037 ms | 58 - 58 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx) |
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| Swin-Tiny | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 18.776 ms | 0 - 138 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 13.093 ms | 0 - 155 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 10.697 ms | 0 - 50 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 11.33 ms | 0 - 138 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 35.537 ms | 0 - 553 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 18.776 ms | 0 - 138 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 10.729 ms | 0 - 60 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 13.195 ms | 0 - 147 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 10.737 ms | 0 - 52 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 11.33 ms | 0 - 138 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 10.803 ms | 0 - 42 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 57.796 ms | 138 - 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 | QNN_DLC | 7.165 ms | 0 - 152 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 44.528 ms | 159 - 328 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 | QNN_DLC | 6.317 ms | 0 - 137 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 35.113 ms | 158 - 301 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 | QNN_DLC | 12.513 ms | 86 - 86 MB | NPU | [Swin-Tiny.dlc](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.dlc) |
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| Swin-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 54.817 ms | 230 - 230 MB | NPU | [Swin-Tiny.onnx](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx) |
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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) : 24.7
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Estimated peak memory usage (MB): [0, 173]
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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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Swin-Tiny.dlc
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version https://git-lfs.github.com/spec/v1
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oid sha256:101a47851bc6abd971c6e30c6682a73f66683644a2929ea84979b1246ce6c55a
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size 115697571
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Swin-Tiny_w8a16.dlc
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version https://git-lfs.github.com/spec/v1
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oid sha256:12d6afe205fab6c79d8016ed18876621b6d010310e99f7194beb1e24d7ec8790
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size 31349194
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