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ConvNext-Tiny

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v0.34.0

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See https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.

Files changed (6) hide show
  1. ConvNext-Tiny_w8a16.dlc +1 -1
  2. README.md +28 -37
  3. precompiled/qualcomm-qcs6490-proxy/sdk_versions.yml +3 -0
  4. precompiled/qualcomm-snapdragon-x-elite/ConvNext-Tiny.onnx.zip +1 -1
  5. precompiled/qualcomm-snapdragon-x-elite/ConvNext-Tiny_w8a16.onnx.zip +2 -2
  6. precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +5 -0
ConvNext-Tiny_w8a16.dlc CHANGED
@@ -1,3 +1,3 @@
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README.md CHANGED
@@ -23,6 +23,7 @@ More details on model performance across various devices, can be found
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  [here](https://aihub.qualcomm.com/models/convnext_tiny).
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  ### Model Details
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  - **Model Type:** Model_use_case.image_classification
@@ -35,52 +36,52 @@ 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 | 14.189 ms | 0 - 99 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 | 15.195 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.848 ms | 0 - 110 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 | 9.689 ms | 1 - 112 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 | 3.01 ms | 0 - 484 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 | 3.697 ms | 0 - 36 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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- | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.279 ms | 0 - 99 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 | 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 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.189 ms | 0 - 99 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 | 15.195 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.989 ms | 0 - 486 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 | 3.729 ms | 1 - 25 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 | 8.863 ms | 0 - 98 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 | 9.372 ms | 1 - 103 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 | 2.991 ms | 0 - 490 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 | 3.698 ms | 0 - 20 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 | 4.279 ms | 0 - 99 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 | 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 | 3.065 ms | 1 - 294 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 | 2.262 ms | 0 - 110 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 | 1.782 ms | 0 - 100 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 | 3.055 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 | 6.761 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 | 4.175 ms | 0 - 70 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 | 3.126 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 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.493 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 | 12.477 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 | 6.761 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 | 3.117 ms | 0 - 18 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 | 4.613 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 | 3.137 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 | 3.493 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 | 3.122 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 | 81.955 ms | 205 - 297 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 | 2.148 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 64.013 ms | 201 - 556 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 | 1.583 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 50.413 ms | 202 - 530 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 | 3.546 ms | 176 - 176 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 | 80.099 ms | 232 - 232 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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@@ -139,17 +140,7 @@ device. This script does the following:
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  ```bash
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  python -m qai_hub_models.models.convnext_tiny.export
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  ```
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- ```
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- Profiling Results
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- ------------------------------------------------------------
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- ConvNext-Tiny
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- Device : cs_8275 (ANDROID 14)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 14.2
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- Estimated peak memory usage (MB): [0, 99]
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- Total # Ops : 328
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- Compute Unit(s) : npu (328 ops) gpu (0 ops) cpu (0 ops)
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- ```
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  ## How does this work?
 
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  [here](https://aihub.qualcomm.com/models/convnext_tiny).
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+
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  ### Model Details
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  - **Model Type:** Model_use_case.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 | 14.232 ms | 0 - 99 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 | 15.195 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.846 ms | 0 - 109 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 | 9.689 ms | 1 - 112 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 | 2.956 ms | 0 - 438 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 | 3.697 ms | 0 - 36 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.dlc) |
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+ | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.27 ms | 0 - 99 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 | 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 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.232 ms | 0 - 99 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 | 15.195 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.992 ms | 0 - 487 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 | 3.729 ms | 1 - 25 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 | 8.896 ms | 0 - 99 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 | 9.372 ms | 1 - 103 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 | 3.0 ms | 0 - 432 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 | 3.698 ms | 0 - 20 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 | 4.27 ms | 0 - 99 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 | 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 | 2.989 ms | 0 - 480 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 | 3.065 ms | 1 - 294 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 | 2.214 ms | 0 - 110 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 | 2.262 ms | 0 - 110 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 | 1.68 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 | 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 | 1.782 ms | 0 - 100 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) |
67
  | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.055 ms | 57 - 57 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny.onnx) |
68
+ | ConvNext-Tiny | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.729 ms | 0 - 58 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
69
+ | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.253 ms | 0 - 69 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
70
+ | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.138 ms | 0 - 17 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
71
+ | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.483 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
72
+ | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 12.463 ms | 0 - 106 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
73
+ | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.729 ms | 0 - 58 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
74
+ | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.101 ms | 0 - 16 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
75
+ | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.669 ms | 0 - 62 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
76
+ | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.14 ms | 0 - 15 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
77
+ | ConvNext-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.483 ms | 0 - 59 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
78
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.121 ms | 0 - 18 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
79
  | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 81.955 ms | 205 - 297 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
80
+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.156 ms | 0 - 75 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
81
  | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 64.013 ms | 201 - 556 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
82
+ | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.877 ms | 0 - 62 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
83
  | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 50.413 ms | 202 - 530 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
84
+ | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.535 ms | 181 - 181 MB | NPU | [ConvNext-Tiny.dlc](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.dlc) |
85
  | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 80.099 ms | 232 - 232 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
86
 
87
 
 
140
  ```bash
141
  python -m qai_hub_models.models.convnext_tiny.export
142
  ```
143
+
 
 
 
 
 
 
 
 
 
 
144
 
145
 
146
  ## How does this work?
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