Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
|
@@ -35,35 +35,35 @@ More details on model performance across various devices, can be found
|
|
| 35 |
|
| 36 |
| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
|
| 37 |
|---|---|---|---|---|---|---|---|---|
|
| 38 |
-
| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.
|
| 39 |
-
| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.
|
| 40 |
-
| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.
|
| 41 |
-
| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.
|
| 42 |
-
| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.
|
| 43 |
-
| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.
|
| 44 |
-
| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.
|
| 45 |
-
| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.
|
| 46 |
-
| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.
|
| 47 |
-
| ResNet18 | SA7255P ADP | SA7255P | TFLITE | 40.
|
| 48 |
-
| ResNet18 | SA7255P ADP | SA7255P | QNN | 41.
|
| 49 |
-
| ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.
|
| 50 |
-
| ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.
|
| 51 |
-
| ResNet18 | SA8295P ADP | SA8295P | TFLITE | 2.
|
| 52 |
-
| ResNet18 | SA8295P ADP | SA8295P | QNN | 2.
|
| 53 |
-
| ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.422 ms | 0 -
|
| 54 |
-
| ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.
|
| 55 |
-
| ResNet18 | SA8775P ADP | SA8775P | TFLITE | 2.
|
| 56 |
-
| ResNet18 | SA8775P ADP | SA8775P | QNN | 2.
|
| 57 |
-
| ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 40.
|
| 58 |
-
| ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 41.
|
| 59 |
-
| ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.
|
| 60 |
-
| ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.
|
| 61 |
-
| ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.
|
| 62 |
-
| ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.
|
| 63 |
-
| ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.
|
| 64 |
-
| ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN |
|
| 65 |
-
| ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
|
| 66 |
-
| ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
|
| 67 |
|
| 68 |
|
| 69 |
|
|
@@ -128,7 +128,7 @@ ResNet18
|
|
| 128 |
Device : Samsung Galaxy S23 (13)
|
| 129 |
Runtime : TFLITE
|
| 130 |
Estimated inference time (ms) : 1.4
|
| 131 |
-
Estimated peak memory usage (MB): [0,
|
| 132 |
Total # Ops : 38
|
| 133 |
Compute Unit(s) : NPU (38 ops)
|
| 134 |
```
|
|
|
|
| 35 |
|
| 36 |
| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
|
| 37 |
|---|---|---|---|---|---|---|---|---|
|
| 38 |
+
| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.422 ms | 0 - 208 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 39 |
+
| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.273 ms | 1 - 3 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
|
| 40 |
+
| ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.178 ms | 0 - 76 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
|
| 41 |
+
| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.999 ms | 0 - 41 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 42 |
+
| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.914 ms | 0 - 18 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
|
| 43 |
+
| ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.838 ms | 0 - 23 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
|
| 44 |
+
| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.772 ms | 0 - 21 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 45 |
+
| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.885 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
|
| 46 |
+
| ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.712 ms | 1 - 18 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
|
| 47 |
+
| ResNet18 | SA7255P ADP | SA7255P | TFLITE | 40.596 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 48 |
+
| ResNet18 | SA7255P ADP | SA7255P | QNN | 41.057 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
|
| 49 |
+
| ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.423 ms | 0 - 206 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 50 |
+
| ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.275 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
|
| 51 |
+
| ResNet18 | SA8295P ADP | SA8295P | TFLITE | 2.511 ms | 0 - 17 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 52 |
+
| ResNet18 | SA8295P ADP | SA8295P | QNN | 2.314 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
|
| 53 |
+
| ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.422 ms | 0 - 213 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 54 |
+
| ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.275 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
|
| 55 |
+
| ResNet18 | SA8775P ADP | SA8775P | TFLITE | 2.649 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 56 |
+
| ResNet18 | SA8775P ADP | SA8775P | QNN | 2.369 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
|
| 57 |
+
| ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 40.596 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 58 |
+
| ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 41.057 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
|
| 59 |
+
| ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.418 ms | 0 - 210 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 60 |
+
| ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.274 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
|
| 61 |
+
| ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.649 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 62 |
+
| ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.369 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
|
| 63 |
+
| ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.051 ms | 0 - 44 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
|
| 64 |
+
| ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.986 ms | 1 - 23 MB | FP16 | NPU | Use Export Script |
|
| 65 |
+
| ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.399 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
|
| 66 |
+
| ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.312 ms | 23 - 23 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
|
| 67 |
|
| 68 |
|
| 69 |
|
|
|
|
| 128 |
Device : Samsung Galaxy S23 (13)
|
| 129 |
Runtime : TFLITE
|
| 130 |
Estimated inference time (ms) : 1.4
|
| 131 |
+
Estimated peak memory usage (MB): [0, 208]
|
| 132 |
Total # Ops : 38
|
| 133 |
Compute Unit(s) : NPU (38 ops)
|
| 134 |
```
|