Approach | Relation Detection | Relation Tagging | |||||
---|---|---|---|---|---|---|---|
mAP | R@50 | R@100 | P@1 | P@5 | P@10 | ||
VidVRD Shang et. al (2017) | 8.58 | 5.54 | 6.37 | 43.00 | 28.90 | 20.80 | |
GSTEG Tsai et. al (2019) | 9.52 | 7.05 | 7.67 | 51.50 | 39.50 | 28.23 | |
VRD-GCN Qian et. al (2019) | 14.23 | 7.43 | 8.75 | 59.50 | 40.50 | 27.85 | |
3DRN Cao et. al (2021) | 14.68 | 5.53 | 6.39 | 57.89 | 41.80 | 29.15 | |
VRD-STGC Liu et. al (2019) | 18.38 | 11.21 | 13.69 | 60.00 | 43.10 | 32.24 | |
SFE Chen et. al (2021) | 20.08 | 13.73 | 16.88 | 62.50 | 49.20 | 38.45 | |
IVRD Li et. al (2021) | 22.97 | 12.40 | 14.46 | 68.83 | 49.87 | 35.57 | |
BIG-C Gao et. al (2022) | 26.08 | 14.10 | 16.25 | 73.00 | 55.10 | 40.00 | |
CKERN Cao et. al (2022) | - | - | - | 74.50 | 55.59 | 41.34 | |
VidVRD-II Shang et. al (2021) | 29.37 ± 0.40 | 19.63 ± 0.19 | 22.92 ± 0.48 | 70.40 ± 1.53 | 53.88 ± 0.31 | 40.16 ± 0.70 | |
MoE-VRD (K = 2) (ours) | 33.02 ± 0.23 | 22.77 ± 0.28 | 24.20 ± 0.22 | 74.12 ± 1.44 | 56.47 ± 0.17 | 42.05 ± 0.92 |
Approach | Relation Detection | Relation Tagging | ||||
---|---|---|---|---|---|---|
mAP | R@50 | R@100 | P@1 | P@5 | P@10 | |
3DRN Cao et. al (2021) | 2.47 | 1.58 | 1.85 | 33.05 | 35.27 | - |
VRD-STGC Liu et. al (2019) | 6.85 | 8.21 | 9.90 | 48.92 | 36.78 | - |
IVRD Li et. al (2021) | 7.42 | 7.36 | 9.41 | 53.40 | 42.70 | - |
CKERN Cao et. al (2022) | - | - | - | 58.80 | 46.07 | 34.29 |
BIG Gao et. al (2022) | 8.54 | 8.03 | 10.04 | 64.42 | 51.80 | 40.96 |
Ens-5 Gao et. al (2021) | 9.48 | 8.56 | 10.43 | 63.46 | 54.07 | 41.94 |
SFE Chen et. al (2021) | 11.21 | 9.99 | 11.94 | 68.86 | 55.16 | - |
VidVRD-II Shang et. al (2021) | 8.65 ± 0.11 | 8.59 ± 0.11 | 10.69 ± 0.08 | 57.40 ± 0.57 | 44.54 ± 0.68 | 33.30 ± 0.31 |
MoE-VRD (K = 2) (ours) | 9.44 ± 0.21 | 9.54 ± 0.13 | 11.51 ± 0.31 | 58.92 ± 0.67 | 45.11 ± 0.19 | 34.85 ± 0.22 |