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Swin-Small

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v0.44.0

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See https://github.com/quic/ai-hub-models/releases/v0.44.0 for changelog.

Files changed (7) hide show
  1. DEPLOYMENT_MODEL_LICENSE.pdf +0 -3
  2. LICENSE +0 -1
  3. README.md +25 -37
  4. Swin-Small_float.dlc +0 -3
  5. Swin-Small_float.onnx.zip +2 -2
  6. Swin-Small_float.tflite +2 -2
  7. Swin-Small_w8a16.onnx.zip +2 -2
DEPLOYMENT_MODEL_LICENSE.pdf DELETED
@@ -1,3 +0,0 @@
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- version https://git-lfs.github.com/spec/v1
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LICENSE CHANGED
@@ -1,2 +1 @@
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  The license of the original trained model can be found at https://github.com/pytorch/vision/blob/main/LICENSE.
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- The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
 
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  The license of the original trained model can be found at https://github.com/pytorch/vision/blob/main/LICENSE.
 
README.md CHANGED
@@ -3,6 +3,7 @@ library_name: pytorch
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  license: other
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  tags:
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  - backbone
 
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  - android
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  pipeline_tag: image-classification
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@@ -37,42 +38,30 @@ 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 | 44.28 ms | 0 - 269 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_DLC | 38.441 ms | 1 - 515 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.619 ms | 0 - 262 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_DLC | 24.571 ms | 1 - 236 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 18.404 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 15.634 ms | 0 - 63 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 15.658 ms | 0 - 52 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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- | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 93.979 ms | 0 - 268 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_DLC | 17.503 ms | 1 - 538 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 44.28 ms | 0 - 269 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_DLC | 38.441 ms | 1 - 515 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 18.604 ms | 0 - 36 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_DLC | 15.792 ms | 0 - 62 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 26.465 ms | 0 - 260 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_DLC | 23.508 ms | 1 - 513 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 18.337 ms | 0 - 37 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_DLC | 15.604 ms | 0 - 68 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 93.979 ms | 0 - 268 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_DLC | 17.503 ms | 1 - 538 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 12.547 ms | 0 - 271 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_DLC | 10.205 ms | 1 - 773 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.084 ms | 1 - 732 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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- | Swin-Small | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 10.135 ms | 0 - 264 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 7.895 ms | 1 - 532 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 7.736 ms | 1 - 530 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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- | Swin-Small | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 8.339 ms | 0 - 262 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 6.558 ms | 1 - 513 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 6.501 ms | 1 - 511 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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- | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 16.461 ms | 578 - 578 MB | NPU | [Swin-Small.dlc](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.dlc) |
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- | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 16.006 ms | 100 - 100 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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- | Swin-Small | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 739.671 ms | 100 - 118 MB | CPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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- | Swin-Small | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 331.0 ms | 101 - 110 MB | CPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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- | Swin-Small | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 197.042 ms | 43 - 106 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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- | Swin-Small | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 356.586 ms | 73 - 95 MB | CPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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- | Swin-Small | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 131.06 ms | 41 - 107 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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- | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 114.943 ms | 65 - 65 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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@@ -248,7 +237,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
249
  * The license for the original implementation of Swin-Small can be found
250
  [here](https://github.com/pytorch/vision/blob/main/LICENSE).
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- * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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  license: other
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  tags:
5
  - backbone
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+ - bu_auto
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  - android
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  pipeline_tag: image-classification
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39
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
41
+ | Swin-Small | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 41.037 ms | 0 - 425 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) | TFLITE | 25.56 ms | 0 - 524 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) | TFLITE | 17.621 ms | 0 - 5 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) | ONNX | 15.658 ms | 0 - 114 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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+ | Swin-Small | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 19.695 ms | 0 - 684 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 | TFLITE | 41.037 ms | 0 - 425 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) | TFLITE | 17.597 ms | 0 - 3 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 | TFLITE | 25.348 ms | 0 - 415 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) | TFLITE | 17.55 ms | 0 - 4 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 | TFLITE | 19.695 ms | 0 - 684 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 | TFLITE | 11.735 ms | 0 - 545 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 | ONNX | 10.045 ms | 1 - 979 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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+ | Swin-Small | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 9.047 ms | 0 - 408 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 7.723 ms | 1 - 656 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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+ | Swin-Small | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 7.231 ms | 0 - 427 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 6.516 ms | 1 - 639 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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+ | Swin-Small | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.982 ms | 100 - 100 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx.zip) |
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+ | Swin-Small | w8a16 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | ONNX | 385.414 ms | 86 - 107 MB | CPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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+ | Swin-Small | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 737.745 ms | 104 - 124 MB | CPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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+ | Swin-Small | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 343.399 ms | 100 - 109 MB | CPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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+ | Swin-Small | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 121.925 ms | 36 - 297 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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+ | Swin-Small | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 357.335 ms | 88 - 108 MB | CPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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+ | Swin-Small | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 123.35 ms | 46 - 311 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
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+ | Swin-Small | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 124.694 ms | 65 - 65 MB | NPU | [Swin-Small.onnx.zip](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small_w8a16.onnx.zip) |
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of Swin-Small can be found
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  [here](https://github.com/pytorch/vision/blob/main/LICENSE).
 
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