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v0.32.0

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See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (7) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. LICENSE +2 -0
  4. README.md +23 -23
  5. ResNet-3D.onnx +2 -2
  6. ResNet-3D_w8a8.dlc +2 -2
  7. ResNet-3D_w8a8.onnx +2 -2
.gitattributes CHANGED
@@ -37,3 +37,4 @@ ResNet-3D.so filter=lfs diff=lfs merge=lfs -text
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  ResNet-3D_w8a8.so filter=lfs diff=lfs merge=lfs -text
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  ResNet-3D.dlc filter=lfs diff=lfs merge=lfs -text
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  ResNet-3D_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
 
 
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  ResNet-3D_w8a8.so filter=lfs diff=lfs merge=lfs -text
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  ResNet-3D.dlc filter=lfs diff=lfs merge=lfs -text
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  ResNet-3D_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
DEPLOYMENT_MODEL_LICENSE.pdf ADDED
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LICENSE ADDED
@@ -0,0 +1,2 @@
 
 
 
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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.
README.md CHANGED
@@ -32,7 +32,7 @@ More details on model performance across various devices, can be found
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  - Input resolution: 112x112
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  - Number of parameters: 33.4M
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  - Model size (float): 127 MB
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- - Model size (w8a8): 33.4 MB
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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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  |---|---|---|---|---|---|---|---|---|
@@ -56,33 +56,33 @@ More details on model performance across various devices, can be found
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  | ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 26.0 ms | 2 - 57 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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  | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.376 ms | 2 - 1030 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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  | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 15.027 ms | 2 - 24 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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- | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.579 ms | 0 - 134 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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  | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.401 ms | 28 - 85 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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  | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 10.802 ms | 2 - 71 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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- | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.555 ms | 2 - 74 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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  | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.428 ms | 27 - 67 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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  | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 9.932 ms | 2 - 63 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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- | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.986 ms | 2 - 56 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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  | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 15.739 ms | 1018 - 1018 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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- | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.486 ms | 63 - 63 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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- | ResNet-3D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.41 ms | 1 - 32 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 5.993 ms | 1 - 77 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.015 ms | 1 - 9 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.436 ms | 1 - 32 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 31.545 ms | 1 - 50 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 13.41 ms | 1 - 32 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.02 ms | 1 - 11 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.484 ms | 1 - 35 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.03 ms | 0 - 12 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.436 ms | 1 - 32 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 4.035 ms | 0 - 13 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.811 ms | 0 - 78 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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- | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.926 ms | 1 - 81 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.841 ms | 0 - 86 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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- | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.781 ms | 1 - 37 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.81 ms | 0 - 40 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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- | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 5.019 ms | 386 - 386 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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- | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.328 ms | 33 - 33 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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  - Input resolution: 112x112
33
  - Number of parameters: 33.4M
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  - Model size (float): 127 MB
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+ - Model size (w8a8): 32.1 MB
36
 
37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
 
56
  | ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 26.0 ms | 2 - 57 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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  | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.376 ms | 2 - 1030 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
58
  | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 15.027 ms | 2 - 24 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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+ | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.642 ms | 0 - 207 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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  | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.401 ms | 28 - 85 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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  | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 10.802 ms | 2 - 71 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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+ | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.705 ms | 2 - 73 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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  | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.428 ms | 27 - 67 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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  | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 9.932 ms | 2 - 63 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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+ | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.005 ms | 2 - 55 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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  | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 15.739 ms | 1018 - 1018 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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+ | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.52 ms | 63 - 63 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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+ | ResNet-3D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.387 ms | 0 - 31 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 6.079 ms | 1 - 80 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.025 ms | 0 - 11 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.447 ms | 1 - 33 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 31.537 ms | 1 - 51 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 13.387 ms | 0 - 31 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.022 ms | 1 - 14 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.484 ms | 1 - 34 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.026 ms | 0 - 11 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.447 ms | 1 - 33 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 4.006 ms | 1 - 12 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.944 ms | 0 - 42 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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+ | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.935 ms | 1 - 76 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.915 ms | 0 - 86 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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+ | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.783 ms | 1 - 38 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.804 ms | 0 - 41 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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+ | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 5.047 ms | 382 - 382 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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+ | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.378 ms | 33 - 33 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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