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Merge pull request #45 from kneron/0.27.0_dev
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Update performance.md to 0.27.0_release.
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@MrWhoami
MrWhoami authored Dec 23, 2024
2 parents 137e41e + e1aeceb commit 7cf692a
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78 changes: 39 additions & 39 deletions docs/toolchain/appendix/performance.md
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| Model | Size | FPS (npu only) | Time(npu only) | Has CPU node(s)? |
| -------------------- | ------- | -------------- | -------------- | ---------------- |
| Inception v3 | 224x224 | 6.17 | 162 ms | No |
| Inception v4 | 299x299 | 1.45 | 687 ms | No |
| Mobilenet v1 | 224x224 | 56.8 | 17.6 ms | No |
| Mobilenet v2 | 224x224 | 54.1 | 18.4 ms | No |
| Mobilenet v2 ssdlite | 300x300 | 28.5 | 35.1 ms | No |
| Resnet50 v1.5 | 224x224 | 6.92 | 144 ms | No |
| Inception v3 | 224x224 | 6.177 | 161.9 ms | No |
| Inception v4 | 299x299 | 1.454 | 687.7 ms | No |
| Mobilenet v1 | 224x224 | 56.80 | 17.60 ms | No |
| Mobilenet v2 | 224x224 | 54.18 | 18.46 ms | No |
| Mobilenet v2 ssdlite | 300x300 | 28.48 | 35.11 ms | No |
| Resnet50 v1.5 | 224x224 | 6.925 | 144.4 ms | No |
| OpenPose | 256x256 | 0.637 | 1569 ms | No |
| SRCNN | 384x384 | 11.0 | 90.9 ms | No |
| Tiny YOLOv3 | 416x416 | 21.8 | 45.9 ms | Yes |
| YOLOv3 | 416x416 | 1.44 | 693 ms | Yes |
| YOLOv5s | 640x640 | 3.65 | 274 ms | Yes |
| Lite-HRNet | 256x192 | 9.23 | 108 ms | Yes |
| SRCNN | 384x384 | 11.00 | 90.90 ms | No |
| Tiny YOLOv3 | 416x416 | 21.80 | 45.85 ms | Yes |
| YOLOv3 | 416x416 | 1.443 | 692.7 ms | Yes |
| YOLOv5s | 640x640 | 3.653 | 273.7 ms | Yes |
| Lite-HRNet | 256x192 | 9.233 | 108.2 ms | Yes |

*Performance simulation result on NPU KDP720:*

| Model | Size | FPS (npu only) | Time(npu only) | Has CPU node(s)? |
| -------------------- | ------- | -------------- | -------------- | ---------------- |
| Inception v3 | 224x224 | 84.99 | 11.76 ms | No |
| Inception v4 | 299x299 | 21.11 | 47.36 ms | No |
| Mobilenet v1 | 224x224 | 432.6 | 2.311 ms | No |
| Mobilenet v2 | 224x224 | 683.1 | 1.463 ms | No |
| Mobilenet v2 ssdlite | 300x300 | 314.9 | 3.175 ms | No |
| Resnet50 v1.5 | 224x224 | 54.89 | 18.21 ms | No |
| OpenPose | 256x256 | 5.111 | 195.6 ms | No |
| SRCNN | 384x384 | 133.8 | 7.468 ms | No |
| Tiny YOLOv3 | 416x416 | 155.2 | 6.441 ms | No |
| YOLOv3 | 416x416 | 10.23 | 97.72 ms | No |
| YOLOv5s | 640x640 | 25.36 | 39.41 ms | No |
| Centernet res101 | 512x512 | 2.876 | 347.6 ms | No |
| Lite-HRNet | 256x192 | 27.40 | 36.49 ms | No |
| Inception v3 | 224x224 | 84.99 | 11.76 ms | No |
| Inception v4 | 299x299 | 21.11 | 47.36 ms | No |
| Mobilenet v1 | 224x224 | 432.6 | 2.311 ms | No |
| Mobilenet v2 | 224x224 | 683.1 | 1.463 ms | No |
| Mobilenet v2 ssdlite | 300x300 | 314.9 | 3.175 ms | No |
| Resnet50 v1.5 | 224x224 | 54.89 | 18.21 ms | No |
| OpenPose | 256x256 | 5.111 | 195.6 ms | No |
| SRCNN | 384x384 | 133.9 | 7.469 ms | No |
| Tiny YOLOv3 | 416x416 | 155.2 | 6.441 ms | No |
| YOLOv3 | 416x416 | 10.23 | 97.72 ms | No |
| YOLOv5s | 640x640 | 25.36 | 39.41 ms | No |
| Centernet res101 | 512x512 | 2.877 | 347.6 ms | No |
| Lite-HRNet | 256x192 | 27.40 | 36.49 ms | No |

*Performance simulation result on NPU KDP530:*

| Model | Size | FPS (npu only) | Time(npu only) | Has CPU node(s)? |
| -------------------- | ------- | -------------- | -------------- | ---------------- |
| Inception v3 | 224x224 | 62.0 | 16.1 ms | No |
| Inception v4 | 299x299 | 14.56 | 68.7 ms | No |
| Inception v3 | 224x224 | 62.00 | 16.12 ms | No |
| Inception v4 | 299x299 | 14.56 | 68.68 ms | No |
| Mobilenet v1 | 224x224 | 284.7 | 3.51 ms | No |
| Mobilenet v2 | 224x224 | 342.3 | 2.92 ms | No |
| Mobilenet v2 ssdlite | 300x300 | 202.6 | 4.94 ms | No |
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| Model | Size | FPS (npu only) | Time(npu only) | Has CPU node(s)? |
| -------------------- | ------- | -------------- | -------------- | ---------------- |
| Inception v3 | 224x224 | 127.1 | 7.861 ms | No |
| Inception v4 | 299x299 | 37.86 | 26.41 ms | No |
| Mobilenet v1 | 224x224 | 609.4 | 1.640 ms | No |
| Mobilenet v2 | 224x224 | 811.1 | 1.232 ms | No |
| Mobilenet v2 ssdlite | 300x300 | 393.9 | 2.538 ms | No |
| Inception v3 | 224x224 | 127.2 | 7.860 ms | No |
| Inception v4 | 299x299 | 37.85 | 26.42 ms | No |
| Mobilenet v1 | 224x224 | 610.0 | 1.640 ms | No |
| Mobilenet v2 | 224x224 | 812.5 | 1.230 ms | No |
| Mobilenet v2 ssdlite | 300x300 | 392.2 | 2.549 ms | No |
| Resnet50 v1.5 | 224x224 | 79.03 | 12.65 ms | No |
| OpenPose | 256x256 | 10.45 | 95.62 ms | No |
| SRCNN | 384x384 | 159.0 | 6.289 ms | No |
| Tiny YOLOv3 | 416x416 | 199.4 | 5.013 ms | No |
| YOLOv3 | 416x416 | 16.70 | 59.85 ms | No |
| YOLOv5s | 640x640 | 50.79 | 19.68 ms | No |
| Unet | 384x384 | 3.867 | 258.5 ms | No |
| Lite-HRNet | 256x192 | 201.0 | 4.974 ms | No |
| CenterNet | 512x512 | 6.529 | 153.1 ms | No |
| OpenPose | 256x256 | 10.46 | 95.59 ms | No |
| SRCNN | 384x384 | 163.2 | 6.127 ms | No |
| Tiny YOLOv3 | 416x416 | 201.9 | 4.951 ms | No |
| YOLOv3 | 416x416 | 16.78 | 59.58 ms | No |
| YOLOv5s | 640x640 | 51.82 | 19.30 ms | No |
| Unet | 384x384 | 3.903 | 256.1 ms | No |
| Lite-HRNet | 256x192 | 200.8 | 4.980 ms | No |
| CenterNet | 512x512 | 6.657 | 150.2 ms | No |

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