Table 2 Performance comparison of methods trained/tested on DRIVE, CHASE-DB, and HRF.
From: State-of-the-art retinal vessel segmentation with minimalistic models
# Pub/Year | # Params | DRIVE | CHASE-DB | HRF | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
AUC | Dice | MCC | AUC | Dice | MCC | AUC | DICE | MCC | |||
Maninis et al.24 | ECCV/2016 | – | – | 82.20 | – | – | – | – | – | – | – |
Zhang et al.6 | TMI/2016 | – | 96.36 | – | – | 96.06 | – | – | 96.08 | – | 74.10 |
Fu et al.25 | MICCAI/2016 | – | 94.04 | 78.75 | – | 94.82 | 75.49 | – | – | – | – |
Liskowski et al.23 | TMI/2016 | 48,000,000 | 97.90 | – | – | 98.45 | – | – | – | – | – |
Orlando et al.22 | TBME/2017 | – | 95.07 | 78.57 | 75.56 | 95.24 | 73.32 | 70.46 | 95.24 | 71.58 | 68.97 |
Gu et al.52 | TMI/2017 | – | – | 78.86 | 75.89 | – | 72.02 | 69.08 | – | 77.49 | 75.41 |
Wu et al.53 | MICCAI/2018 | – | 98.07 | – | – | 98.25 | – | – | – | – | – |
Yan et al.31 | TBME/2018 | – | 97.52 | 81.83 | – | 97.81 | – | – | – | 78.14 | – |
Wang et al.54 | BSPC/2019 | – | – | 81.44 | 78.95 | – | 78.63 | 76.55 | – | – | – |
Wang et al.55 | MICCAI/2019 | – | 97.72 | 82.70 | – | 98.12 | 80.37 | – | – | – | – |
Araujo et al.56 | MICCAI/2019 | – | 97.90 | – | – | 98.20 | – | – | – | – | – |
Fu et al.57 | MICCAI/2019 | – | 97.19 | 80.48 | – | – | – | – | – | – | – |
Wang et al.58 | PatRec/2019 | – | – | 80.93 | 78.51 | – | 78.09 | 75.91 | – | 77.31 | – |
Wu et al.59 | TMI/2019 | – | 97.79 | – | – | – | – | – | – | – | – |
Zhao et al.39 | TMI/2019 | – | – | 78.82 | – | – | – | – | – | 76.59 | – |
Laibacher et al.44 | CVPR-W/2019 | 549,748 | 97.14 | 80.91 | – | 97.03 | 80.06 | – | – | 78.14 | – |
Shin et al.26 | MedIA/2019 | 7,910,000 | 98.01 | 82.63 | – | 98.30 | 80.34 | – | 98.38 | 81.51 | – |
Zhao et al.35 | PatRec/2020 | – | – | 82.29 | – | – | – | – | – | 77.31 | – |
Zhuo et al.50 | CMPB/2020 | – | 97.54 | 81.63 | – | – | – | – | – | – | – |
Mou et al.34 | TMI/2020 | 56,030,000 | 97.96 | – | – | 98.12 | – | – | – | – | – |
Little U-Net | 34,201 | 97.98 | 82.41 | 79.81 | 98.22 | 80.29 | 78.23 | 98.11 | 80.59 | 78.60 | |
Little W-Net | 68,482 | 98.10 | 82.79 | 80.24 | 98.47 | 81.69 | 79.74 | 98.25 | 81.03 | 79.09 | |
