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v0.30.2

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See https://github.com/quic/ai-hub-models/releases/v0.30.2 for changelog.

Files changed (5) hide show
  1. ConvNext-Tiny.so +0 -3
  2. ConvNext-Tiny_w8a16.bin +0 -3
  3. ConvNext-Tiny.bin → ConvNext-Tiny_w8a16.onnx +2 -2
  4. ConvNext-Tiny_w8a16.so +0 -3
  5. README.md +43 -49
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ConvNext-Tiny.bin → ConvNext-Tiny_w8a16.onnx RENAMED
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README.md CHANGED
@@ -35,53 +35,47 @@ 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 | 96.251 ms | 0 - 92 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 | 14.666 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.079 ms | 0 - 104 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 | 10.124 ms | 1 - 105 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.015 ms | 0 - 449 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 | 3.338 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.355 ms | 0 - 93 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 | 4.626 ms | 1 - 13 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 96.251 ms | 0 - 92 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 | 14.666 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.016 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.355 ms | 1 - 4 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.006 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 | 9.201 ms | 1 - 18 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.015 ms | 0 - 451 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 | 3.311 ms | 1 - 4 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.355 ms | 0 - 93 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 | 4.626 ms | 1 - 13 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.059 ms | 0 - 445 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 | 3.349 ms | 1 - 12 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.025 ms | 0 - 185 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 | 2.284 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 | 2.387 ms | 1 - 101 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.156 ms | 0 - 103 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 | 1.965 ms | 0 - 96 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 | 2.047 ms | 0 - 96 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.758 ms | 1 - 96 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 | 3.497 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.075 ms | 56 - 56 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 | 6.872 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.567 ms | 0 - 64 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.162 ms | 0 - 3 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.504 ms | 0 - 15 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 12.436 ms | 0 - 13 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 6.872 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.169 ms | 0 - 4 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.785 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.206 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.504 ms | 0 - 15 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.191 ms | 0 - 15 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 83.322 ms | 200 - 342 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 | 2.193 ms | 0 - 67 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 65.457 ms | 214 - 551 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 | 1.83 ms | 0 - 57 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 69.375 ms | 218 - 520 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 | 3.438 ms | 0 - 0 MB | NPU | Use Export Script |
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- | ConvNext-Tiny | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 88.959 ms | 199 - 199 MB | NPU | [ConvNext-Tiny.onnx](https://huggingface.co/qualcomm/ConvNext-Tiny/blob/main/ConvNext-Tiny_w8a16.onnx) |
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@@ -145,8 +139,8 @@ 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) : 96.3
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- Estimated peak memory usage (MB): [0, 92]
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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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  | 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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  ConvNext-Tiny
140
  Device : cs_8275 (ANDROID 14)
141
  Runtime : TFLITE
142
+ Estimated inference time (ms) : 14.3
143
+ Estimated peak memory usage (MB): [0, 91]
144
  Total # Ops : 328
145
  Compute Unit(s) : npu (328 ops) gpu (0 ops) cpu (0 ops)
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  ```