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Update det and seg benchmark report
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Signed-off-by: Kim, Vinnam <vinnam.kim@intel.com>
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vinnamkim committed May 30, 2022
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Expand Up @@ -100,6 +100,8 @@ After benchmark is done, outputs are located in `/output` which is a mounted dir

### Results

1. Classification models

| name | FP32 latency (ms) | INT8 latency (ms) | Latency diff. (FP32/INT8) | FP32 accuracy (%) | INT8 accuracy (%) | Accuracy diff. (%) |
|:----------------------|-------------------:|--------------------:|---------------:|--------------------:|---------------------:|----------------:|
| bvlcalexnet-12 | 26.12 | 5.56 | 4.70 | 50.20 | 49.80 | 0.40 |
Expand All @@ -118,4 +120,22 @@ After benchmark is done, outputs are located in `/output` which is a mounted dir
| vgg16-12 | 159.44 | 38.75 | 4.11 | 70.80 | 70.60 | 0.20 |
| zfnet512-12 | 43.68 | 14.46 | 3.02 | 58.60 | 59.00 | -0.40 |

2. Object detection and segmentation models

| name | original_latency | quantized_latency | diff_latency | original_accuracy | quantized_accuracy | diff_accuracy |
|:---------------------|-------------------:|--------------------:|---------------:|--------------------:|---------------------:|----------------:|
| FasterRCNN-12 | nan | nan | nan | 37.71 | nan | nan |
| MaskRCNN-12-det | nan | nan | nan | 36.91 | nan | nan |
| MaskRCNN-12-inst-seg | nan | nan | nan | 34.27 | nan | nan |
| ResNet101-DUC-7 | 6473.99 | nan | nan | 71.21 | nan | nan |
| fcn-resnet50-12 | nan | nan | nan | nan | nan | nan |
| retinanet-9 | 851.38 | 217.39 | 3.92 | 18.45 | nan | nan |
| ssd-12 | 1901.20 | nan | nan | 22.91 | nan | nan |
| ssd_mobilenet_v1_12 | nan | nan | nan | nan | nan | nan |
| tiny-yolov3-11 | nan | nan | nan | nan | nan | nan |
| tinyyolov2-8 | 32.27 | nan | nan | nan | nan | nan |
| yolov2-coco-9 | 124.79 | 45.50 | 2.74 | 21.70 | 22.17 | -0.47 |
| yolov3-12 | nan | nan | nan | 31.08 | nan | nan |
| yolov4 | 281.76 | 450.50 | 0.63 | 14.28 | nan | nan |

* `nan` means that NNCF PTQ API failed to generate proper quantized onnx model. We are working on these defects.

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