Table 11.
Quality Assessment Results (II).
| Ref. No | Study Type | Dataset | GPU | Scoring | Total | ||||
|---|---|---|---|---|---|---|---|---|---|
| (a) | (b) | (c) | (d) | (e) | |||||
| [48] | Experiment | Kaggle | Intel dual core processor with 4 GB RAM |
1 | 0 | 0.5 | 1 | 2 | 4.5 |
| [49] | Experiment | Messidor-2, EyePACS, E-Ophtha |
No | 1 | 1 | 1 | 1 | 1.5 | 5.5 |
| [50] | Experiment | Kaggle | Intel dual core processor, iphone 5 |
1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [51] | Experiment | Obtained from EyeCheck project and university of lowa, Messidor-2 |
No | 1 | 1 | 1 | 1 | 1.5 | 5.5 |
| [52] | Experiment | Privately collected Data |
No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [53] | Experiment | 41122 colour DR images from screening process in finland |
No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [54] | Experiment | Collect ECG of 20 people |
No | 1 | 0 | 0.5 | 1 | 2 | 4.5 |
| [55] | Experiment | Kaggle | NVIDIA k40c |
1 | 1 | 1 | 1 | 1 | 5 |
| [56] | Experiment | 66,790 images collected from Label database in China |
No | 1 | 1 | 0.5 | 1 | 2 | 5.5 |
| [57] | Experiment | Half a million images were collected from 10 different private locations |
No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [58] | Experiment | Messidor, DIARETDR, retinopathies were collected from HUPM Spain |
No | 1 | 1 | 1 | 1 | 2 | 6 |
| [59] | Experiment | eyePACS, Messidor-2 | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [60] | Experiment | MESSIDOR | TI-V4(PCA) | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [61] | Experiment | Diabetic Retinopathy Debrecen dataset from UCI machine learning repository |
No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [62] | Experiment | Messidor | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [63] | Experiment | eyePACS, Messidor-2 | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [64] | Experiment | DRIVE | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [65] | Experiment | DRIVE, STARE and CHASE |
No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [66] | Experiment | DRIVE, STARE | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [67] | Experiment | DRIVE | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [68] | Experiment | DRIVE | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [69] | Experiment | DRIVE, STARE | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [70] | Experiment | eyePACS, Messidor-2 | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [71] | Experiment | DRIVE | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [72] | Experiment | eyePACS, Messidor-2 | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [10] | Experiment | DRIVE, STARE and CHASE |
No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [73] | Case study | real time-Thiland | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [74] | Experiment | EyePACS, Messidor, Messidor-2, IDRiD,UoA-DR |
No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [75] | Experiment | 207,130 retinal images |
No | 1 | 0 | 1 | 1 | 2.5 | 5.5 |
| [76] | Experiment | 3662 retinal images |
No | 1 | 0 | 0.5 | 0 | 0 | 1.5 |
| [77] | Experiment | 89 retinal images |
No | 1 | 0 | 1 | 0 | 2 | 4 |
| [78] | Experiment | IDRiD, Messidor | No | 1 | 1 | 1 | 1 | 2.5 | 6.5 |
| [79] | Experiment | Kaggle | No | 1 | 0 | 1 | 1 | 2.5 | 5.5 |
| [80] | Experiment | EyePACS | No | 1 | 0 | 0.5 | 1 | 2.5 | 5 |
| [81] | Experiment | Messidor | No | 1 | 0 | 1 | 1 | 2 | 5 |
| [82] | Experiment | Kangbuk Samsung Hospital dataset |
No | 1 | 0 | 0.5 | 1 | 2.5 | 5 |