From: Level-wise aligned dual networks for text–video retrieval
Method | Split | Text-to-Video Retrieval | Video-to-Text Retrieval | SumR | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
R@1 | R@5 | R@10 | Med R | mAP | R@1 | R@5 | R@10 | Med R | mAP | |||
Mithun et al.\(^*\) [9] | A [23] | 7 | 20.9 | 29.7 | 38 | - | 12.5 | 32.1 | 42.4 | 16 | - | 144.6 |
TCE\(^*\) [14] | 7.7 | 22.5 | 32.1 | 30 | - | - | - | - | - | - | - | |
HGR\(^*\) [15] | 9.2 | 26.2 | 36.5 | 24 | - | 15 | 36.7 | 48.8 | 11 | - | 172.4 | |
CE\(^*\) [13] | 10 | 29 | 41.2 | 16 | - | 15.6 | 40.9 | 55.2 | 8.3 | - | 191.9 | |
W2VV [42] | 1.1 | 4.7 | 8.1 | 236 | 3.7 | 17 | 37.9 | 49.1 | 11 | 7.6 | 117.9 | |
MEE [18] | 6.8 | 20.7 | 31.1 | 28 | 14.7 | 13.4 | 32 | 44 | 14 | 6.6 | 148 | |
CE [13] | 7.9 | 23.6 | 34.6 | 23 | 16.5 | 11 | 31.9 | 46.1 | 13 | 6.8 | 155.1 | |
VSE++ [52] | 8.7 | 24.3 | 34.1 | 28 | 16.9 | 15.6 | 36.6 | 48.6 | 11 | 7.4 | 167.9 | |
TCE [14] | 9.3 | 27.3 | 38.6 | 19 | 18.7 | 15.1 | 36.8 | 50.2 | 10 | 8 | 177.3 | |
W2VV++ [20] | 11.1 | 29.6 | 40.5 | 18 | 20.6 | 17.5 | 40.2 | 52.5 | 9 | 8.5 | 191.4 | |
HGR [15] | 11.1 | 30.5 | 42.1 | 16 | 20.8 | 18.7 | 44.3 | 57.6 | 7 | 9.9 | 204.4 | |
Dual Encoding [22] | 11.6 | 30.3 | 41.3 | 17 | 21.2 | 22.5 | 47.1 | 58.9 | 7 | 10.5 | 211.7 | |
LADN | 12.9 | 33.6 | 45.3 | 14 | 23.3 | 22.2 | 47.4 | 60.3 | 6 | 11.5 | 221.7 | |
Dual Encoding\(^\star\) [22] | 12.1 | 31.4 | 42.9 | 16 | 22.0 | 21.3 | 45.6 | 58.1 | 7 | 10.4 | 211.3 | |
LADN\(^\star\) | 13.1 | 33.9 | 45.4 | 14 | 23.4 | 23.0 | 48.1 | 60.5 | 6 | 11.5 | 224.0 | |
JPoSE\(^*\) [8] | B [18] | 14.3 | 38.1 | 53 | 9 | - | 16.4 | 41.3 | 54.4 | 8.7 | - | 217.5 |
MEE\(^*\) [18] | 16.8 | 41 | 54.4 | 9 | - | - | - | - | - | - | - | |
TCE\(^*\) [14] | 17.1 | 39.9 | 53.7 | 9 | - | - | - | - | - | - | - | |
CE\(^*\) [13] | 18.2 | 46 | 60.7 | 7 | - | 18 | 46 | 60.3 | 6.5 | - | 249.2 | |
W2VV [42] | 2.7 | 12.5 | 17.3 | 83 | 7.9 | 17.3 | 42 | 53.5 | 9 | 29.3 | 145.3 | |
MEE [18] | 15.7 | 39 | 52.3 | 9 | 27.1 | 15.3 | 41.9 | 54.5 | 8 | 28.1 | 218.7 | |
VSE++ [52] | 17 | 40.9 | 52 | 10 | 16.9 | 18.1 | 40.4 | 52.1 | 9 | 29.2 | 220.5 | |
CE [13] | 17.8 | 42.8 | 56.1 | 8 | 30.3 | 17.4 | 42.9 | 56.1 | 8 | 29.8 | 233.1 | |
TCE [14] | 17 | 44.7 | 58.3 | 7 | 30 | 15.1 | 43.3 | 58.2 | 7 | 28.3 | 236.6 | |
W2VV++ [20] | 21.7 | 48.6 | 60.9 | 6 | 34.4 | 18.6 | 46.4 | 59.1 | 6 | 31.7 | 255.3 | |
HGR [15] | 22.9 | 50.2 | 63.6 | 5 | 35.9 | 20 | 48.3 | 60.9 | 6 | 33.2 | 265.9 | |
Dual Encoding [22] | 23 | 50.6 | 62.5 | 5 | 36.1 | 25.1 | 52.1 | 64.6 | 5 | 37.7 | 277.9 | |
LADN | 25.5 | 52.9 | 66.9 | 5 | 38.6 | 25.3 | 55.2 | 66.7 | 4 | 39.3 | 292.5 | |
Dual Encoding\(^\star\) [22] | 23.1 | 51.2 | 62.6 | 5 | 35.9 | 24.1 | 52.2 | 63.6 | 5 | 37.18 | 276.8 | |
LADN\(^\star\) | 26.6 | 55.5 | 66.9 | 4 | 39.9 | 26.9 | 55.0 | 67.4 | 4 | 40.1 | 298.3 | |
JSFusion\(^*\) [19] | 10.2 | 31.2 | 43.2 | 13 | - | - | - | - | - | - | - | |
TCE\(^*\) [14] | 16.1 | 38 | 51.5 | 10 | - | - | - | - | - | - | - | |
Miech et al.\(^*\) [7] | 14.9 | 40.2 | 52.8 | 9 | - | - | - | - | - | - | - | |
CE\(^*\) [13] | 20.9 | 48.8 | 62.4 | 6 | - | 20.6 | 50.3 | 64 | 5.3 | - | 267 | |
W2VV [42] | 1.9 | 9.9 | 15.2 | 79 | 6.8 | 17.3 | 39.3 | 50.2 | 10 | 27.8 | 133.8 | |
VSE++ [52] | 16 | 38.5 | 50.9 | 10 | 27.4 | 16.2 | 39.3 | 51.2 | 10 | 27.4 | 212.1 | |
MEE [18] | 14.6 | 38.4 | 52.4 | 9 | 26.1 | 15.2 | 40.9 | 53.8 | 9 | 27.9 | 215.3 | |
W2VV++ [20] | 19 | 45 | 58.7 | 7 | 31.8 | 16.9 | 42.7 | 54.6 | 8 | 29 | 236.9 | |
CE [13] | 17.2 | 46.2 | 58.5 | 7 | 30.3 | 15.8 | 44.9 | 59.2 | 7 | 30.4 | 241.8 | |
TCE [14] | 17.8 | 46 | 58.3 | 7 | 31.1 | 18.9 | 43.5 | 58.8 | 7 | 31.4 | 243.3 | |
HGR [15] | C [19] | 21.7 | 47.4 | 61.1 | 6 | 34 | 20.4 | 47.9 | 60.6 | 6 | 33.4 | 259.1 |
Dual Encoding [22] | 21.1 | 48.7 | 60.2 | 6 | 33.6 | 21.7 | 49.4 | 61.6 | 6 | 34.7 | 262.7 | |
LADN | 24.4 | 52 | 63.4 | 5 | 37.4 | 23.6 | 50.8 | 62.8 | 5 | 36.6 | 277.0 | |
Dual Encoding\(^\star\) [22] | 21.9 | 48.1 | 61.5 | 6 | 34.5 | 22.3 | 48 | 61.6 | 6 | 34.6 | 263.4 | |
LADN\(^\star\) | 24.6 | 52.5 | 64.0 | 5 | 37.5 | 22.5 | 53.0 | 65.1 | 5 | 36.3 | 281.7 |