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Swin-Tiny

Image Classification
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LiteRT
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bu_auto
android
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v0.44.0

Browse files

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 +27 -39
  4. Swin-Tiny_float.dlc +0 -3
  5. Swin-Tiny_float.onnx.zip +2 -2
  6. Swin-Tiny_float.tflite +2 -2
  7. Swin-Tiny_w8a16.onnx.zip +2 -2
DEPLOYMENT_MODEL_LICENSE.pdf DELETED
@@ -1,3 +0,0 @@
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LICENSE CHANGED
@@ -1,2 +1 @@
1
  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.
 
1
  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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@@ -37,44 +38,32 @@ 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 | 24.314 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 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 21.179 ms | 1 - 152 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 | 13.693 ms | 0 - 166 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 | 14.781 ms | 0 - 152 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 | 10.755 ms | 0 - 24 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 | 9.299 ms | 0 - 40 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) | ONNX | 8.835 ms | 0 - 98 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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- | Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 54.191 ms | 0 - 163 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 | 10.445 ms | 1 - 384 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 | 24.314 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 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 21.179 ms | 1 - 152 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 | 10.738 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 | 9.287 ms | 0 - 40 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 | 15.699 ms | 0 - 158 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 | 14.073 ms | 0 - 386 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 | 10.693 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_DLC | 9.212 ms | 0 - 40 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 | 54.191 ms | 0 - 163 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 | 10.445 ms | 1 - 384 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 | TFLITE | 7.127 ms | 0 - 167 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 | 6.049 ms | 1 - 159 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 | 5.761 ms | 1 - 158 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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- | Swin-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 5.709 ms | 0 - 164 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 4.691 ms | 1 - 379 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 4.502 ms | 0 - 152 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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- | Swin-Tiny | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.813 ms | 0 - 160 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 3.808 ms | 1 - 370 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 3.783 ms | 1 - 377 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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- | Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 9.805 ms | 349 - 349 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 | 9.187 ms | 57 - 57 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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- | Swin-Tiny | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 393.792 ms | 95 - 113 MB | CPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
71
- | Swin-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 83.7 ms | 31 - 70 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
72
- | Swin-Tiny | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 176.132 ms | 98 - 111 MB | CPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
73
- | Swin-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 74.121 ms | 45 - 118 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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- | Swin-Tiny | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 120.054 ms | 45 - 113 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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- | Swin-Tiny | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 199.334 ms | 104 - 122 MB | CPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
76
- | Swin-Tiny | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 58.235 ms | 41 - 100 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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- | Swin-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 59.605 ms | 62 - 62 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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@@ -250,7 +239,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
250
  ## License
251
  * The license for the original implementation of Swin-Tiny can be found
252
  [here](https://github.com/pytorch/vision/blob/main/LICENSE).
253
- * 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-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 23.049 ms | 0 - 303 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
42
+ | Swin-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 15.486 ms | 0 - 355 MB | NPU | [Swin-Tiny.tflite](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.tflite) |
43
+ | Swin-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 10.29 ms | 0 - 4 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) | ONNX | 8.81 ms | 0 - 66 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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+ | Swin-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 51.611 ms | 0 - 303 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 | TFLITE | 23.049 ms | 0 - 303 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) | TFLITE | 10.3 ms | 0 - 4 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 | TFLITE | 14.973 ms | 0 - 296 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) | TFLITE | 10.327 ms | 0 - 4 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 | TFLITE | 51.611 ms | 0 - 303 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 | TFLITE | 6.802 ms | 0 - 369 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 | ONNX | 5.749 ms | 1 - 328 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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+ | Swin-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 5.178 ms | 0 - 297 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 4.447 ms | 0 - 257 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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+ | Swin-Tiny | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.141 ms | 0 - 304 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 3.806 ms | 0 - 482 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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+ | Swin-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.231 ms | 57 - 57 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny.onnx.zip) |
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+ | Swin-Tiny | w8a16 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | ONNX | 216.307 ms | 104 - 121 MB | CPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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+ | Swin-Tiny | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 402.27 ms | 97 - 115 MB | CPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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+ | Swin-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 92.895 ms | 33 - 55 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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+ | Swin-Tiny | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 179.847 ms | 99 - 109 MB | CPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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+ | Swin-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 75.47 ms | 34 - 311 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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+ | Swin-Tiny | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 62.948 ms | 20 - 228 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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+ | Swin-Tiny | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 197.88 ms | 107 - 126 MB | CPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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+ | Swin-Tiny | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 58.349 ms | 44 - 243 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
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+ | Swin-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 68.431 ms | 62 - 62 MB | NPU | [Swin-Tiny.onnx.zip](https://huggingface.co/qualcomm/Swin-Tiny/blob/main/Swin-Tiny_w8a16.onnx.zip) |
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
240
  * The license for the original implementation of Swin-Tiny can be found
241
  [here](https://github.com/pytorch/vision/blob/main/LICENSE).
 
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