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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. ConvNext-Tiny.onnx +2 -2
  3. ConvNext-Tiny_w8a16.dlc +2 -2
  4. ConvNext-Tiny_w8a16.onnx +2 -2
  5. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  6. LICENSE +2 -0
  7. README.md +23 -23
.gitattributes CHANGED
@@ -37,3 +37,4 @@ ConvNext-Tiny.so filter=lfs diff=lfs merge=lfs -text
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  ConvNext-Tiny_w8a16.so filter=lfs diff=lfs merge=lfs -text
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  ConvNext-Tiny.dlc filter=lfs diff=lfs merge=lfs -text
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  ConvNext-Tiny_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
 
 
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  ConvNext-Tiny_w8a16.so filter=lfs diff=lfs merge=lfs -text
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  ConvNext-Tiny.dlc filter=lfs diff=lfs merge=lfs -text
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  ConvNext-Tiny_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
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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
@@ -31,7 +31,7 @@ More details on model performance across various devices, can be found
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  - Input resolution: 224x224
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  - Number of parameters: 28.6M
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  - Model size (float): 109 MB
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- - Model size (w8a16): 28 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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  |---|---|---|---|---|---|---|---|---|
@@ -55,33 +55,33 @@ More details on model performance across various devices, can be found
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  | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 5.121 ms | 1 - 99 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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  | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.952 ms | 0 - 448 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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  | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.719 ms | 0 - 16 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.082 ms | 0 - 204 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
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  | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.204 ms | 0 - 107 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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  | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.619 ms | 1 - 106 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.198 ms | 0 - 108 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
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  | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.949 ms | 0 - 102 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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  | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.324 ms | 0 - 104 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.001 ms | 1 - 101 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
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  | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.141 ms | 397 - 397 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.995 ms | 58 - 58 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
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- | ConvNext-Tiny | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.731 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.279 ms | 0 - 71 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.118 ms | 0 - 17 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.481 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 12.833 ms | 0 - 99 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.731 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.13 ms | 0 - 16 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.623 ms | 0 - 62 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.144 ms | 0 - 17 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.481 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.134 ms | 0 - 15 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 81.405 ms | 210 - 358 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.123 ms | 0 - 74 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 67.585 ms | 201 - 559 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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- | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.865 ms | 0 - 62 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 48.988 ms | 213 - 542 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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- | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.521 ms | 188 - 188 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 79.176 ms | 232 - 232 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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  - Input resolution: 224x224
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  - Number of parameters: 28.6M
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  - Model size (float): 109 MB
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+ - Model size (w8a16): 28.9 MB
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
 
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  | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 5.121 ms | 1 - 99 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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  | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.952 ms | 0 - 448 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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  | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.719 ms | 0 - 16 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.145 ms | 0 - 83 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
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  | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.204 ms | 0 - 107 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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  | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.619 ms | 1 - 106 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.257 ms | 0 - 112 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
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  | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.949 ms | 0 - 102 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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  | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.324 ms | 0 - 104 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.039 ms | 1 - 101 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
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  | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.141 ms | 397 - 397 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.03 ms | 57 - 57 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
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+ | ConvNext-Tiny | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.73 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.242 ms | 0 - 69 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.138 ms | 0 - 16 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.488 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 12.513 ms | 0 - 106 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.73 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.121 ms | 0 - 17 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.616 ms | 0 - 62 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.144 ms | 0 - 14 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.488 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.127 ms | 0 - 17 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 82.564 ms | 204 - 356 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.145 ms | 23 - 96 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 65.694 ms | 224 - 580 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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+ | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.863 ms | 0 - 62 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 59.251 ms | 217 - 546 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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+ | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.53 ms | 194 - 194 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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+ | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 91.518 ms | 232 - 232 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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