v0.49.1
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.49.1 for changelog.
README.md
CHANGED
|
@@ -29,11 +29,11 @@ Below are pre-exported model assets ready for deployment.
|
|
| 29 |
|
| 30 |
| Runtime | Precision | Chipset | SDK Versions | Download |
|
| 31 |
|---|---|---|---|---|
|
| 32 |
-
| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.
|
| 33 |
-
| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.
|
| 34 |
-
| QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.
|
| 35 |
-
| QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.
|
| 36 |
-
| TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.
|
| 37 |
|
| 38 |
For more device-specific assets and performance metrics, visit **[EfficientNet-B4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b4)**.
|
| 39 |
|
|
@@ -63,41 +63,41 @@ See our repository for [EfficientNet-B4 on GitHub](https://github.com/qualcomm/a
|
|
| 63 |
## Performance Summary
|
| 64 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 65 |
|---|---|---|---|---|---|---
|
| 66 |
-
| EfficientNet-B4 | ONNX | float | Snapdragon®
|
| 67 |
-
| EfficientNet-B4 | ONNX | float | Snapdragon®
|
| 68 |
-
| EfficientNet-B4 | ONNX | float | Snapdragon®
|
| 69 |
-
| EfficientNet-B4 | ONNX | float |
|
| 70 |
-
| EfficientNet-B4 | ONNX | float | Qualcomm®
|
| 71 |
-
| EfficientNet-B4 | ONNX | float |
|
| 72 |
-
| EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite
|
| 73 |
-
| EfficientNet-B4 | QNN_DLC | float | Snapdragon®
|
| 74 |
-
| EfficientNet-B4 | QNN_DLC | float | Snapdragon®
|
| 75 |
-
| EfficientNet-B4 | QNN_DLC | float | Snapdragon®
|
| 76 |
-
| EfficientNet-B4 | QNN_DLC | float |
|
| 77 |
-
| EfficientNet-B4 | QNN_DLC | float | Qualcomm®
|
| 78 |
-
| EfficientNet-B4 | QNN_DLC | float | Qualcomm®
|
| 79 |
-
| EfficientNet-B4 | QNN_DLC | float | Qualcomm®
|
| 80 |
-
| EfficientNet-B4 | QNN_DLC | float |
|
| 81 |
-
| EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite
|
| 82 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon®
|
| 83 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon®
|
| 84 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon®
|
| 85 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 |
|
| 86 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm®
|
| 87 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm®
|
| 88 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm®
|
| 89 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm®
|
| 90 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm®
|
| 91 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 |
|
| 92 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon®
|
| 93 |
-
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon®
|
| 94 |
-
| EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Gen
|
| 95 |
-
| EfficientNet-B4 | TFLITE | float |
|
| 96 |
-
| EfficientNet-B4 | TFLITE | float | Qualcomm®
|
| 97 |
-
| EfficientNet-B4 | TFLITE | float | Qualcomm®
|
| 98 |
-
| EfficientNet-B4 | TFLITE | float | Qualcomm®
|
| 99 |
-
| EfficientNet-B4 | TFLITE | float |
|
| 100 |
-
| EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite
|
| 101 |
|
| 102 |
## License
|
| 103 |
* The license for the original implementation of EfficientNet-B4 can be found
|
|
|
|
| 29 |
|
| 30 |
| Runtime | Precision | Chipset | SDK Versions | Download |
|
| 31 |
|---|---|---|---|---|
|
| 32 |
+
| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.49.1/efficientnet_b4-onnx-float.zip)
|
| 33 |
+
| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.49.1/efficientnet_b4-onnx-w8a16.zip)
|
| 34 |
+
| QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.49.1/efficientnet_b4-qnn_dlc-float.zip)
|
| 35 |
+
| QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.49.1/efficientnet_b4-qnn_dlc-w8a16.zip)
|
| 36 |
+
| TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/efficientnet_b4/releases/v0.49.1/efficientnet_b4-tflite-float.zip)
|
| 37 |
|
| 38 |
For more device-specific assets and performance metrics, visit **[EfficientNet-B4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b4)**.
|
| 39 |
|
|
|
|
| 63 |
## Performance Summary
|
| 64 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 65 |
|---|---|---|---|---|---|---
|
| 66 |
+
| EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.47 ms | 1 - 77 MB | NPU
|
| 67 |
+
| EfficientNet-B4 | ONNX | float | Snapdragon® X2 Elite | 1.634 ms | 45 - 45 MB | NPU
|
| 68 |
+
| EfficientNet-B4 | ONNX | float | Snapdragon® X Elite | 3.365 ms | 45 - 45 MB | NPU
|
| 69 |
+
| EfficientNet-B4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.245 ms | 0 - 129 MB | NPU
|
| 70 |
+
| EfficientNet-B4 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 3.054 ms | 0 - 50 MB | NPU
|
| 71 |
+
| EfficientNet-B4 | ONNX | float | Qualcomm® QCS9075 | 4.039 ms | 0 - 4 MB | NPU
|
| 72 |
+
| EfficientNet-B4 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.758 ms | 0 - 73 MB | NPU
|
| 73 |
+
| EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.51 ms | 1 - 73 MB | NPU
|
| 74 |
+
| EfficientNet-B4 | QNN_DLC | float | Snapdragon® X2 Elite | 1.962 ms | 1 - 1 MB | NPU
|
| 75 |
+
| EfficientNet-B4 | QNN_DLC | float | Snapdragon® X Elite | 3.658 ms | 1 - 1 MB | NPU
|
| 76 |
+
| EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.417 ms | 0 - 124 MB | NPU
|
| 77 |
+
| EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 11.967 ms | 1 - 70 MB | NPU
|
| 78 |
+
| EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.347 ms | 1 - 2 MB | NPU
|
| 79 |
+
| EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS9075 | 4.198 ms | 3 - 5 MB | NPU
|
| 80 |
+
| EfficientNet-B4 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 7.813 ms | 0 - 144 MB | NPU
|
| 81 |
+
| EfficientNet-B4 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.855 ms | 0 - 72 MB | NPU
|
| 82 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.307 ms | 0 - 102 MB | NPU
|
| 83 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.666 ms | 0 - 0 MB | NPU
|
| 84 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.808 ms | 0 - 0 MB | NPU
|
| 85 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.317 ms | 0 - 151 MB | NPU
|
| 86 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 8.694 ms | 0 - 2 MB | NPU
|
| 87 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.65 ms | 0 - 100 MB | NPU
|
| 88 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.455 ms | 0 - 2 MB | NPU
|
| 89 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.801 ms | 0 - 2 MB | NPU
|
| 90 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 16.685 ms | 0 - 232 MB | NPU
|
| 91 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.121 ms | 0 - 154 MB | NPU
|
| 92 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.62 ms | 0 - 105 MB | NPU
|
| 93 |
+
| EfficientNet-B4 | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.605 ms | 0 - 105 MB | NPU
|
| 94 |
+
| EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.513 ms | 0 - 107 MB | NPU
|
| 95 |
+
| EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.416 ms | 0 - 166 MB | NPU
|
| 96 |
+
| EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.004 ms | 0 - 105 MB | NPU
|
| 97 |
+
| EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.341 ms | 0 - 2 MB | NPU
|
| 98 |
+
| EfficientNet-B4 | TFLITE | float | Qualcomm® QCS9075 | 4.2 ms | 0 - 48 MB | NPU
|
| 99 |
+
| EfficientNet-B4 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.849 ms | 0 - 187 MB | NPU
|
| 100 |
+
| EfficientNet-B4 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.853 ms | 0 - 105 MB | NPU
|
| 101 |
|
| 102 |
## License
|
| 103 |
* The license for the original implementation of EfficientNet-B4 can be found
|