Table 5.
Performance of various lung nodule segmentation methods on the LIDC-IDRI dataset.
| Methods | Year | Nodule amount | Overlap | |
|---|---|---|---|---|
|
| ||||
| Training | Testing | |||
| Tachibana and Kido (2006) | 2006 | – | 23 | 50.7 ± 21.9% |
| Wang et al. (2009) | 2009 | 23 | 64 | 58% |
| Messay et al. (2010) | 2010 | – | 68 | 63 ± 16% |
| Kubota et al. (2011) | 2011 | – | 23 | 69 ± 18% |
| 82 | 59 ± 19% | |||
| Tan et al. (2013) | 2013 | – | 23 | 65% |
| Lassen et al. (2015) | 2015 | – | 19 | 52 ± 7% |
| 40 | 50 ± 14% | |||
| Messay et al. (2015) | 2015 | 300 | 66 | 71.70 ± 19.89% |
| 77 | 69.23 ± 13.82% | |||
| Proposed CF-CNN | 2017 | 350 | 493 | 71.16± 12.22% |