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ConvNext-Tiny

Image Classification
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bu_auto
android
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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 (8) hide show
  1. ConvNext-Tiny_float.dlc +1 -1
  2. ConvNext-Tiny_float.onnx.zip +2 -2
  3. ConvNext-Tiny_float.tflite +2 -2
  4. ConvNext-Tiny_w8a16.dlc +1 -1
  5. ConvNext-Tiny_w8a16.onnx.zip +2 -2
  6. DEPLOYMENT_MODEL_LICENSE.pdf +0 -3
  7. LICENSE +0 -1
  8. README.md +56 -54
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LICENSE CHANGED
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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
@@ -2,6 +2,7 @@
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  library_name: pytorch
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  license: other
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  tags:
 
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  - android
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  pipeline_tag: image-classification
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@@ -36,59 +37,61 @@ 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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- | ConvNext-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.19 ms | 0 - 101 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 15.206 ms | 0 - 102 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.815 ms | 0 - 112 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 9.53 ms | 1 - 114 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.945 ms | 0 - 418 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.601 ms | 0 - 34 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 2.953 ms | 1 - 181 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.304 ms | 0 - 100 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.983 ms | 1 - 102 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.19 ms | 0 - 101 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 15.206 ms | 0 - 102 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.943 ms | 0 - 428 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.606 ms | 0 - 32 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.907 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 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 9.284 ms | 1 - 107 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.938 ms | 0 - 442 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.597 ms | 0 - 28 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.304 ms | 0 - 100 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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- | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.983 ms | 1 - 102 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 | TFLITE | 2.213 ms | 0 - 113 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 | 2.618 ms | 1 - 113 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 | 2.325 ms | 0 - 106 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1.678 ms | 0 - 106 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.996 ms | 1 - 108 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 1.801 ms | 0 - 102 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.391 ms | 0 - 105 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.607 ms | 0 - 108 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 1.473 ms | 0 - 103 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.857 ms | 473 - 473 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 | 2.875 ms | 57 - 57 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | QNN_DLC | 9.047 ms | 0 - 120 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
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- | ConvNext-Tiny | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 393.951 ms | 49 - 69 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.839 ms | 0 - 61 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 | 4.186 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.091 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 107.819 ms | 29 - 75 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.444 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 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 229.988 ms | 49 - 60 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.839 ms | 0 - 61 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 | 3.107 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 | 4.659 ms | 0 - 67 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 | 3.092 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 | 3.444 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.154 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 | 87.229 ms | 41 - 69 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.567 ms | 0 - 67 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 78.36 ms | 44 - 68 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 3.448 ms | 0 - 77 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 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 231.811 ms | 57 - 73 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.284 ms | 0 - 67 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 Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 71.024 ms | 39 - 62 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
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- | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.373 ms | 168 - 168 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 | 66.658 ms | 62 - 62 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
 
 
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@@ -264,7 +267,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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  * The license for the original implementation of ConvNext-Tiny can be found
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  [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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  library_name: pytorch
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  license: other
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  - android
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  pipeline_tag: image-classification
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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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+ | ConvNext-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.17 ms | 0 - 205 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 15.185 ms | 1 - 208 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.816 ms | 0 - 251 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 9.641 ms | 1 - 256 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.87 ms | 0 - 3 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.616 ms | 1 - 2 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 2.951 ms | 0 - 67 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
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+ | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.247 ms | 0 - 206 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.985 ms | 1 - 209 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.17 ms | 0 - 205 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
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+ | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 15.185 ms | 1 - 208 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
51
+ | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.87 ms | 0 - 2 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
52
+ | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.615 ms | 1 - 3 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
53
+ | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.532 ms | 0 - 207 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
54
+ | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 9.286 ms | 1 - 212 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
55
+ | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.864 ms | 0 - 2 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
56
+ | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.622 ms | 1 - 3 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
57
+ | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.247 ms | 0 - 206 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
58
+ | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.985 ms | 1 - 209 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
59
+ | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.165 ms | 0 - 255 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
60
+ | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.613 ms | 1 - 256 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
61
+ | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.168 ms | 0 - 228 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
62
+ | ConvNext-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 1.624 ms | 0 - 209 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
63
+ | ConvNext-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.02 ms | 1 - 208 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
64
+ | ConvNext-Tiny | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 1.746 ms | 0 - 181 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
65
+ | ConvNext-Tiny | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 1.328 ms | 0 - 210 MB | NPU | [ConvNext-Tiny.tflite](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.tflite) |
66
+ | ConvNext-Tiny | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.614 ms | 1 - 213 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
67
+ | ConvNext-Tiny | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 1.463 ms | 1 - 182 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
68
+ | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.853 ms | 1 - 1 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
69
+ | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.899 ms | 57 - 57 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx.zip) |
70
+ | ConvNext-Tiny | w8a16 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | QNN_DLC | 21.656 ms | 0 - 213 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
71
+ | ConvNext-Tiny | w8a16 | Dragonwing Q-6690 MTP | Qualcomm® Qcm6690 | ONNX | 245.109 ms | 58 - 73 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
72
+ | ConvNext-Tiny | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | QNN_DLC | 8.941 ms | 0 - 2 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
73
+ | ConvNext-Tiny | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 397.215 ms | 48 - 67 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
74
+ | ConvNext-Tiny | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.806 ms | 0 - 188 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
75
+ | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.253 ms | 0 - 217 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
76
+ | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.085 ms | 0 - 2 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
77
+ | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 100.834 ms | 39 - 46 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
78
+ | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.461 ms | 0 - 187 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
79
+ | ConvNext-Tiny | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 194.411 ms | 52 - 60 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
80
+ | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.806 ms | 0 - 188 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
81
+ | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.087 ms | 0 - 2 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
82
+ | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.631 ms | 0 - 192 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
83
+ | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.093 ms | 0 - 3 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
84
+ | ConvNext-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.461 ms | 0 - 187 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
85
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.155 ms | 0 - 216 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
86
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 90.242 ms | 42 - 192 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
87
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.572 ms | 0 - 194 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
88
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 78.115 ms | 46 - 162 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
89
+ | ConvNext-Tiny | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 3.436 ms | 0 - 200 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
90
+ | ConvNext-Tiny | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 231.406 ms | 57 - 72 MB | CPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
91
+ | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 1.287 ms | 0 - 189 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
92
+ | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 69.792 ms | 43 - 160 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
93
+ | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.375 ms | 0 - 0 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
94
+ | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 77.913 ms | 62 - 62 MB | NPU | [ConvNext-Tiny.onnx.zip](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx.zip) |
95
 
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  ## License
268
  * The license for the original implementation of ConvNext-Tiny can be found
269
  [here](https://github.com/pytorch/vision/blob/main/LICENSE).
 
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