Table 6 and Table 7 constitute a version of Table 2 suitable for printing.
References | Sensors |
Tests | |||||||
|
Drowsiness |
Mental
workload |
Distraction |
Emotions |
Under the
influence |
Driver |
Vehicle |
Environment |
|
|
|
| |||||||
Ahir and Gohokar (2) | V |
|
| cam, elec | ext cam | real, sim |
|||
Alluhaibi et al. (6) | V |
| V | ang |
| cam*, mic* | V* |
|
|
Arun et al. (13) |
| vis, cog |
| cam, wea d, eye t | V | sim |
|||
Balandong et al. (18) | V |
|
| elec | sim |
||||
Begum (20) | V |
| V | stress |
| seat, ste w, saf b, wea d | real, sim |
||
Chacon-Murguia and Prieto-Resendiz (28) | V |
|
| ste w, cam | radar | real |
|||
Chan
et al. (29) | V |
|
| cam*, mic* | real |
||||
Chhabra
et al. (31) | V |
| V | alc | seat, cam*, mic* | V* | real, sim |
||
Chowdhury et al. (32) | V |
|
| sim |
|||||
Chung et al. (34) |
| stress |
| cam, wea d | V | real, sim |
|||
Coetzer and Hancke (35) | V |
|
| cam | V | real, sim |
|||
Dababneh and El-Gindy (37) | V |
|
| cam, wea d | radar | real, sim |
|||
Dahiphale and Rao (38) | V |
| V |
| cam | real |
|||
Dong
et al. (44) | V |
| V |
| cam | V | real | ||
El
Khatib
et al. (51) | V |
| man, vis, cog |
| cam | V* | ext cam, radar | real, sim |
|
Ghandour
et al. (65) |
| man, vis, aud, cog | stress |
| cam, wea d | real, sim |
|||
Hecht
et al. (78) | V | V | V |
| elec, eye t | real, sim |
|||
Kang (95) | V |
| V |
| seat, ste w, cam | V | real, sim |
||
Kaplan
et al. (96) | V |
| V |
| ste w, cam*, mic*, wea d | V | real, sim |
||
Kaye et al. (98) | V |
| stress |
| real, sim |
||||
Khan and Lee (99) | V |
| man, vis, aud, cog |
| wea d | real |
|||
Kumari and Kumar (107) | V |
|
| cam |
|
||||
Lal and Craig (108) | V |
|
| cam | sim |
||||
Laouz et al. (109) | V |
|
| seat, cam, wea d | ext cam | real |
|||
Leonhardt et al. (114) |
|
| seat, ste w, saf b, cam | real |
|||||
Liu et al. (126) | V |
|
| cam | V | real |
|||
Marquart et al. (132) | V |
| eye t | real, sim |
|||||
Marina Martinez et al. (130) |
| ang |
| V* |
|
||||
Mashko (134) | V |
|
| cam, wea d | V | ext cam, radar | real, sim |
||
Mashru and Gandhi (135) | V |
|
| seat, ste w, cam, wea d | sim |
||||
Melnicuk et al. (141) | V | V | cog | stress, ang |
| seat, ste w, saf b, cam*, wea d | V* | real |
|
Mittal et al. (146) | V |
|
| cam, elec | V | ext cam | real |
||
Murugan et al. (151) | V |
|
| cam, elec | V | sim |
|||
Nair et al. (153) | V |
| V | alc | seat, cam* | V | radar |
|
|
Němcová et al. (160) | V |
| stress |
| seat, ste w, cam, wea d, eye t | V | real, sim |
||
Ngxande et al. (156) | V |
|
| cam |
|
||||
Oviedo-Trespalacios et al. (164) | V | V |
| real, sim |
|||||
Papantoniou et al. (167) | V | V |
| cam | ext cam, radar | real, sim |
|||
Pratama et al. (174) | V |
|
| cam, wea d, elec | ext cam | real, sim |
|||
Ramzan et al. (176) | V |
|
| cam, wea d, elec | V | real, sim |
|||
Sahayadhas et al. (186) | V |
|
| seat, ste w, cam, wea d | V | real, sim |
|||
Scott-Parker (195) |
| stress, ang |
| eye t | ext cam | real, sim |
|||
Seth (196) | V |
|
| cam | V | real |
|||
Shameen et al. (198) | V |
|
| elec | sim |
||||
Sigari et al. (202) | V |
|
| cam | real |
||||
Sikander and Anwar (203) | V |
|
| seat, ste w, saf b, cam, wea d, elec | real |
||||
Singh and Kathuria (205) | V | V | V | V |
| cam, wea d | V | ext cam, radar | real |
Subbaiah et al. (213) | V |
|
| cam | real, sim |
||||
Tu et al. (219) | V |
|
| cam*, wea d, elec | V | real, sim |
|||
Ukwuoma and Bo (220) | V |
|
| cam, wea d, elec | real |
||||
Vilaca et al. (225) | V |
| V |
| cam, mic | V | ext cam |
|
|
Vismaya and Saritha (227) |
| V |
| cam, eye t | real, sim |
||||
Wang et al. (229) | V |
|
| cam, wea d | real, sim |
||||
Welch et al. (230) |
| stress, ang |
| seat, ste w, cam, wea d | V | real, sim |
|||
Yusoff et al. (244) |
| vis, cog |
| eye t |
|
||||
Zhang et al. (248) | V |
|
| cam | ext cam | real, sim |
|||
References | |||||
| Driver |
Vehicle |
Environment | ||
| Physiological | Behavioral | Subjective | ||
Ahir and Gohokar (2) | HR, brain | gaze, blink, PERCLOS, facial, body | wheel, lane, speed | ||
Alluhaibi et al. (6) | speech | wheel, lane, brake, speed | |||
Arun et al. (13) | HR, brain, EDA, pupil | gaze, blink, body | V | wheel, lane, brake, speed | |
Balandong et al. (18) | HR, brain | gaze, blink, PERCLOS, body | V | wheel, lane, brake, speed | |
Begum (20) | HR, brain | ||||
Chacon-Murguia and Prieto-Resendiz (28) | HR, brain, EDA | gaze, blink, body | wheel, lane, brake, speed | ||
Chan
et al. (29) | HR, brain | blink, PERCLOS, facial, body | wheel, brake, speed | ||
Chhabra
et al. (31) | breath | gaze, PERCLOS, facial, body | wheel | road | |
Chowdhury et al. (32) | HR, brain, EDA | blink, PERCLOS | |||
Chung et al. (34) | HR, breath, brain, EDA, pupil | speech | V | wheel, lane, brake, speed | |
Coetzer and Hancke (35) | brain | gaze, PERCLOS, facial, body | wheel, lane, speed | ||
Dababneh and El-Gindy (37) | brain, EDA, pupil | blink, PERCLOS, body | wheel, lane, speed | road | |
Dahiphale and Rao (38) | gaze, blink, facial, body | wheel | |||
Dong
et al. (44) | HR, brain, pupil | gaze, blink, PERCLOS, facial, body | V | wheel, lane, speed | road, wea |
El
Khatib
et al. (51) | HR, breath, brain, EDA, pupil | gaze, blink, PERCLOS, facial, body, hands | wheel, lane, speed | ||
Ghandour
et al. (65) | HR, breath, brain, EDA | gaze, facial, body, speech | V | wheel, brake, speed | |
Hecht
et al. (78) | HR, brain, EDA, pupil | gaze, blink, PERCLOS, facial, body | V | ||
Kang (95) | HR, breath, brain, EDA | gaze, blink, facial, body | wheel, lane, brake, speed | ||
Kaplan
et al. (96) | HR, brain | gaze, blink, PERCLOS, facial, body, speech | wheel, lane, brake, speed | ||
Kaye et al. (98) | HR, breath, brain, EDA | V | |||
Khan and Lee (99) | HR, brain, EDA | gaze, PERCLOS, body | wheel, lane, brake, speed | ||
Kumari and Kumar (107) | HR, brain | gaze, blink, PERCLOS, body | V | wheel, lane | |
Lal and Craig (108) | HR, brain, EDA | PERCLOS, facial | |||
Laouz et al. (109) | HR, brain, EDA | blink, PERCLOS, facial, body | V | wheel, speed | |
Leonhardt et al. (114) | HR, breath | ||||
Liu et al. (126) | HR, brain, pupil | gaze, blink, PERCLOS, body | wheel, lane, speed | ||
Marquart et al. (132) | pupil | gaze, blink, PERCLOS | V | ||
Marina Martinez et al. (130) | brake, speed | ||||
Mashko (134) | HR, brain, EDA | gaze, blink, body | wheel, lane, brake, speed | ||
Mashru and Gandhi (135) | HR, breath | blink, PERCLOS, facial, body | V | wheel, lane | |
Melnicuk et al. (141) | HR, brain | blink, PERCLOS, facial | wheel, brake, speed | road, traf, wea | |
Mittal et al. (146) | HR, brain, pupil | blink, PERCLOS, body | V | wheel, lane, brake, speed | |
Murugan et al. (151) | HR, breath, brain, EDA, pupil | blink, PERCLOS, body | V | wheel, lane, speed | |
Nair et al. (153) | gaze, PERCLOS, facial, body | lane | |||
Němcová et al. (160) | HR, breath, brain, EDA | gaze, blink, PERCLOS, facial, body | wheel, lane, brake, speed | ||
Ngxande et al. (156) | blink, PERCLOS, facial, body | ||||
Oviedo-Trespalacios et al. (164) | gaze | wheel, lane, brake, speed | |||
Papantoniou et al. (167) | HR, breath, brain | gaze, blink, speech | V | wheel, lane, speed | |
Pratama et al. (174) | HR, brain, EDA | gaze, blink, PERCLOS, facial, body, hands | V | wheel, lane | |
Ramzan et al. (176) | HR, breath, brain | blink, PERCLOS, facial, body | wheel, lane, speed | ||
Sahayadhas et al. (186) | HR, brain, pupil | gaze, blink, PERCLOS, body | V | wheel, lane | |
Scott-Parker (195) | HR, brain, EDA | gaze, facial | V | wheel, lane, brake, speed | traf |
Seth (196) | |||||
Shameen et al. (198) | brain | gaze, blink | |||
Sigari et al. (202) | gaze, blink, PERCLOS, facial, body | ||||
Sikander and Anwar (203) | HR, brain, pupil | gaze, blink, PERCLOS, body | V | wheel, lane | |
Singh and Kathuria (205) | pupil | gaze, blink, PERCLOS, facial | wheel, brake, speed | road, traf | |
Subbaiah et al. (213) | HR, brain, pupil | blink, PERCLOS, facial, body | |||
Tu et al. (219) | HR, brain | blink, PERCLOS, facial, body | wheel, lane, speed | ||
Ukwuoma and Bo (220) | HR, breath, brain | blink, PERCLOS, facial, body | wheel, lane, brake | ||
Vilaca et al. (225) | brain | gaze, body | wheel, lane, brake, speed | ||
Vismaya and Saritha (227) | gaze, blink, PERCLOS, body | ||||
Wang et al. (229) | brain, pupil | gaze, blink, PERCLOS, body | lane | ||
Welch et al. (230) | HR, breath, brain, EDA | blink, facial, speech | wheel, brake, speed | ||
Yusoff et al. (244) | HR, brain, EDA, pupil | gaze, body | V | lane, speed | |
Zhang et al. (248) | HR, brain | gaze, blink, PERCLOS, body | lane, speed | ||