demo/000000014439_640x640.jpg
.Attention: For TensorRT, please refer to the TENSOR tutorial for the difference between fixed and dynamic dimensions. Due to the imperfect support for the two-stage model under fixed size, dynamic size test was adopted for the Faster RCNN model. Fixed size and dynamic size do not support exactly the same OP for fusion, so the performance of the same model tested at fixed size and dynamic size may differ slightly.
Model | backbone | Fixed size or not | The net size | paddle_inference | trt_fp32 | trt_fp16 |
---|---|---|---|---|---|---|
Faster RCNN FPN | ResNet50 | no | 640x640 | 27.99 | 26.15 | 21.92 |
Faster RCNN FPN | ResNet50 | no | 800x1312 | 32.49 | 25.54 | 21.70 |
YOLOv3 | Mobilenet_v1 | yes | 608x608 | 9.74 | 8.61 | 6.28 |
YOLOv3 | Darknet53 | yes | 608x608 | 17.84 | 15.43 | 9.86 |
PPYOLO | ResNet50 | yes | 608x608 | 20.77 | 18.40 | 13.53 |
SSD | Mobilenet_v1 | yes | 300x300 | 5.17 | 4.43 | 4.29 |
TTFNet | Darknet53 | yes | 512x512 | 10.14 | 8.71 | 5.55 |
FCOS | ResNet50 | yes | 640x640 | 35.47 | 35.02 | 34.24 |
Model | backbone | Fixed size or not | The net size | paddle_inference | trt_fp32 | trt_fp16 |
---|---|---|---|---|---|---|
Faster RCNN FPN | ResNet50 | no | 640x640 | 169.45 | 158.92 | 119.25 |
Faster RCNN FPN | ResNet50 | no | 800x1312 | 228.07 | 156.39 | 117.03 |
YOLOv3 | Mobilenet_v1 | yes | 608x608 | 48.76 | 43.83 | 18.41 |
YOLOv3 | Darknet53 | yes | 608x608 | 121.61 | 110.30 | 42.38 |
PPYOLO | ResNet50 | yes | 608x608 | 111.80 | 99.40 | 48.05 |
SSD | Mobilenet_v1 | yes | 300x300 | 10.52 | 8.84 | 8.77 |
TTFNet | Darknet53 | yes | 512x512 | 73.77 | 64.03 | 31.46 |
FCOS | ResNet50 | yes | 640x640 | 217.11 | 214.38 | 205.78 |
Model | backbone | Fixed size or not | The net size | paddle_inference | trt_fp32 | trt_fp16 |
---|---|---|---|---|---|---|
Faster RCNN FPN | ResNet50 | no | 640x640 | 50.74 | 57.17 | 62.08 |
Faster RCNN FPN | ResNet50 | no | 800x1312 | 50.31 | 57.61 | 62.05 |
YOLOv3 | Mobilenet_v1 | yes | 608x608 | 14.51 | 11.23 | 11.13 |
YOLOv3 | Darknet53 | yes | 608x608 | 30.26 | 23.92 | 24.02 |
PPYOLO | ResNet50 | yes | 608x608 | 38.06 | 31.40 | 31.94 |
SSD | Mobilenet_v1 | yes | 300x300 | 16.47 | 13.87 | 13.76 |
TTFNet | Darknet53 | yes | 512x512 | 21.83 | 17.14 | 17.09 |
FCOS | ResNet50 | yes | 640x640 | 71.88 | 69.93 | 69.52 |
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