Table 2 Evaluation results of different detection models based on the constructed dataset, where AP50/AP75 denotes AP at IoU (Intersection over Union) = 0.5/0.75, APS/APM and ARS/ARL are AP for small/medium objects and AR for small/medium objects, respectively. AR1/AR10 represents AR given 1/10 detection per image.
From: A Lung Nodule Dataset with Histopathology-based Cancer Type Annotation
Model | AP | AP50 | AP75 | APS | APM | AR1 | AR10 | ARS | ARM |
---|---|---|---|---|---|---|---|---|---|
MobileNet50 | 0.4136 | 0.8479 | 0.3209 | 0.4087 | 0.8515 | 0.5194 | 0.5209 | 0.5182 | 0.8500 |
Faster R-CNN48 | 0.5429 | 0.9272 | 0.5357 | 0.5383 | 0.9010 | 0.6463 | 0.6567 | 0.6545 | 0.9000 |
SSD51 | 0.5574 | 0.8894 | 0.5547 | 0.5569 | 0.8515 | 0.6179 | 0.6254 | 0.6242 | 0.8500 |
RetinaNet52 | 0.5807 | 0.9144 | 0.5635 | 0.5774 | 0.9010 | 0.6657 | 0.6716 | 0.6697 | 0.9500 |
Yolo49 | 0.6424 | 0.9388 | 0.7694 | 0.6672 | 0.9505 | 0.7284 | 0.7507 | 0.7485 | 0.9500 |