joe-siyuan-qiao / DetectoRS

DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution
Apache License 2.0
1.13k stars 178 forks source link

TTA Question #49

Open zhifanlight opened 4 years ago

zhifanlight commented 4 years ago

@joe-siyuan-qiao Hi, thanks for your great work. But what is the correct TTA settings to get 54.7mAP on coco val2017?

When using img_scale=[(1200, 800), (1500, 1000), (1800, 1200), (2100, 1400), (2400, 1600)], flip=True(same with paper), it takes 7 hours on 8x10180Ti, but only get 53.7mAP, compared with default img_scale=(1333, 800), flip=False, 52.9mAP.

joe-siyuan-qiao commented 4 years ago

We used the TTA setting mentioned in the paper, but we didn't use the TTA code here in mmdetection due to the speed and performance issues. Please refer to the TTA code of Detectron/Detectron2. We adopted their augmentation process. Thanks.