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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. ConvNext-Tiny_w8a16.onnx +2 -2
  2. README.md +51 -45
ConvNext-Tiny_w8a16.onnx CHANGED
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README.md CHANGED
@@ -35,47 +35,53 @@ 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 | 14.253 ms | 0 - 91 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 | 14.653 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.11 ms | 0 - 103 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 | 10.103 ms | 1 - 108 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.018 ms | 0 - 439 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 | 3.333 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.253 ms | 0 - 91 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 | 14.653 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.025 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.349 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.989 ms | 0 - 94 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 | 9.166 ms | 1 - 18 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.02 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 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.328 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.022 ms | 0 - 444 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 | 3.364 ms | 0 - 63 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.056 ms | 0 - 189 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 | 2.293 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.404 ms | 0 - 100 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.231 ms | 0 - 105 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 | 1.967 ms | 0 - 95 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 | 2.043 ms | 0 - 96 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.985 ms | 1 - 97 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 | 3.536 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.054 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 | 6.86 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.496 ms | 0 - 64 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.161 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 12.758 ms | 0 - 12 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 6.86 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.175 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.794 ms | 0 - 17 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.17 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.174 ms | 0 - 15 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 83.105 ms | 191 - 353 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 | 2.182 ms | 0 - 66 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 78.425 ms | 431 - 764 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 | 1.822 ms | 0 - 59 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 63.081 ms | 218 - 518 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 | 3.49 ms | 0 - 0 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 87.621 ms | 228 - 228 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
 
 
 
 
 
 
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@@ -139,8 +145,8 @@ Profiling Results
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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) : 14.3
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- Estimated peak memory usage (MB): [0, 91]
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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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  ```
@@ -229,13 +235,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.convnext_tiny.demo --on-device
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  ```
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235
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
236
  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.convnext_tiny.demo -- --on-device
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  ```
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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 | 14.202 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 | 96.718 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.824 ms | 0 - 108 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 | 9.996 ms | 1 - 110 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.996 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.351 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.244 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 | 4.729 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.202 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 | 96.718 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.992 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.384 ms | 1 - 3 MB | NPU | Use Export Script |
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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 | 9.052 ms | 1 - 17 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.947 ms | 0 - 476 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 | 3.352 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.244 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 | 4.729 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.991 ms | 0 - 489 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 | 3.339 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.123 ms | 0 - 178 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 | 2.198 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.391 ms | 1 - 105 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.199 ms | 0 - 109 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 | 1.948 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.081 ms | 0 - 102 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.997 ms | 1 - 102 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 | 3.592 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.028 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 | 6.311 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.964 ms | 0 - 74 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.845 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.14 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 11.874 ms | 0 - 13 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 6.311 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.845 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.283 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.832 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.14 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.851 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 87.074 ms | 210 - 359 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 | 1.971 ms | 0 - 68 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 65.799 ms | 214 - 574 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 | 1.694 ms | 0 - 60 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 53.12 ms | 213 - 543 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 | 3.109 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 75.528 ms | 232 - 232 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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  ConvNext-Tiny
146
  Device : cs_8275 (ANDROID 14)
147
  Runtime : TFLITE
148
+ Estimated inference time (ms) : 14.2
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+ Estimated peak memory usage (MB): [0, 99]
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  Total # Ops : 328
151
  Compute Unit(s) : npu (328 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
235
  You can also run the demo on-device.
236
 
237
  ```bash
238
+ python -m qai_hub_models.models.convnext_tiny.demo --eval-mode on-device
239
  ```
240
 
241
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
242
  environment, please add the following to your cell (instead of the above).
243
  ```
244
+ %run -m qai_hub_models.models.convnext_tiny.demo -- --eval-mode on-device
245
  ```
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