作者

年份

方法

数据集

最佳性能

Dou [50]

2016

假阳性剔除(3D CNN)

LUNA16

CPM:0.827

Ding [36]

2017

两阶段 (2D Faster RCNN + 3D CNN)

LUNA16

CPM:0.891

Liao [38]

2017

候选结节检测 (3D RPN)

DSB2017

CPM:0.8562

Zhu [39]

2018

候选结节检测(DPN)

LUNA16

CPM:0.842

Tang [40]

2019

端到端(多任务3D DCNN)

LIDC

CPM:0.8727

Kim [51]

2019

假阳性剔除(3D CNN)

LUNA16

CPM:0.942

Liu [47]

2019

两阶段(3D FPN + 2D CNN)

LUNA16

SPIE-AAPM [52]

Lung TIME [53]

HMS Lung Cancer [54]

CPM:0.957

CPM:0.899

CPM:0.889

CPM:0.871

Ozdemir [42]

2020

两阶段(V-Net + 3D CNN)

LUNA16

CPM:0.921

Masood [44]

2020

两阶段(多层RPN + 3D CNN)

LUNA16

LIDC-IDRI

ANODE09

CPM:0.946

Sensitivty:0.974

Sensitivty:0.988