Table 3.
Author | Segmentation | Feature | Classification | Data Source | Scope Size | Classification Type | Enrollment to Classification Time | Enrollment Length | Classification Length |
---|---|---|---|---|---|---|---|---|---|
[1] | No need | Fiducial | SIMCA | Private | 20 | Identification | Not specified | Not specified | Not specified |
[11] | No need | DWT | Correlation coefficient | Public | 18–48 | Identification | Not specified | Not specified | Not specified |
[8] | Heartbeat | Fiducial | Similarity thresholding | Public | 73 | Verification | Not specified | 30 s | 4 s |
[14] | R-R and R-peak with fixed length | Fiducial and DWT | Euclidean distance and DTW | Public | 20–1119 | Verification | Not specified | 10 segments | Vary depends on database |
[19] | Heartbeat | Fiducial | PCA and Euclidean distance | Public | 100 | Verification | Not specified | 30 s | 30 s |
[5] | R-peak with fixed length | Fiducial and DWT | Random forest and wavelet distance | Public | 18–89 | Identification | Not specified | 67% of extracted heartbeats | 1 heartbeat |
[21] | R-peak with fixed length | Learned | CNN | Public | 18–23 | Identification | Not specified | 100 heartbeats | 3 heartbeats |
[6] | Blind with fixed length | Multi-domain, MFCC, FFT, DCT, Teager, etc. | Channel attention module (CNN) | Public | 50–89 | Identification | Avg. 63 days for PTBDB, avg. 9 days for EDGIDDB | 40 s | 4 s |
[2] | Heartbeat | DWT | NEWFM | Public | 73 | Verification | Not specified | 15 heartbeats | 1 heartbeat |
[3] | Blind with fixed length | Learned | CNN | Private | 1019 | Identification | maximum 6 months | Not specified | 5 s |
[20] | R-peak with fixed length | Learned | Neural network | Public | 90 | Verification | 9 days for EDGIDDB | Not specified | Not specified |
[4] | Blind with fixed length | Fiducial | Random forest | Public | 1985 | Verification | Not specified | 1 m | 3 s |
[22] | R-peak with fixed length | Learned | RNN | Public | 47–89 | Identification | Not specified | 18 heartbeats | 18 heartbeats |
[23] | Blind with fixed length | DWT | CNN | Public | 18–47 | Identification | Not specified | 250 × 2-s segments | 1 × 2-s segment |
[18] | R-peak with fixed length | Learned | CNN | Public | 52 | Identification | Not specified | 10 s | 10 s |