Phrase Detection on VRD (test)
33.8R@50GPS-Net
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| GPS-Netshared object detector=true, backbone pre-training=COCO2020.03 | 33.8 | 39.2 | — | — | — | — | — | — | — | — | |
| MF-URLN2020.03 | 31.5 | 36.1 | — | — | — | — | — | — | — | — | |
| RelDNshared object detector=true2020.03 | 31.3 | 36.4 | — | — | — | — | — | — | — | — | |
| GPS-Netshared object detector=true, backbone pre-training=ImageNet2020.03 | 28.9 | 34 | — | — | — | — | — | — | — | — | |
| Yu et. alExternal data=true2019.01 | 26.32 | 29.43 | — | — | — | — | — | — | — | — | |
| BLOCKExternal data=false2019.01 | 26.32 | 28.96 | — | — | — | — | — | — | — | — | |
| CAI + SCA-Mshared object detector=true2020.03 | 25.2 | 28.9 | — | — | — | — | — | — | — | — | |
| Zoom-Netshared object detector=true2020.03 | 24.8 | 28.1 | — | — | — | — | — | — | — | — | |
| KL distillation2020.03 | 23.1 | 24 | — | — | — | — | — | — | — | — | |
| ViP-CNN2020.03 | 22.8 | 27.9 | — | — | — | — | — | — | — | — | |
| Li et. alExternal data=false2019.01 | 22.78 | 27.91 | — | — | — | — | — | — | — | — | |
| VRL2020.03 | 21.4 | 22.6 | — | — | — | — | — | — | — | — | |
| Liang et. alExternal data=false2019.01 | 21.37 | 22.6 | — | — | — | — | — | — | — | — | |
| Dai et. alExternal data=false2019.01 | 19.93 | 23.45 | — | — | — | — | — | — | — | — | |
| VTransEModel type=end-to-end2017.02 | 19.42 | 22.42 | — | — | — | — | — | — | — | — | |
| Zhang et. alExternal data=false2019.01 | 19.42 | 22.42 | — | — | — | — | — | — | — | — | |
| VTransE-2stageModel type=two-stage, Object detector=Faster-RCNN2017.02 | 18.45 | 21.29 | — | — | — | — | — | — | — | — | |
| Ours [S+A] + LanguageSupervision=Full sup., Method components=[S+A] + Language2017.07 | 17.9 | — | — | — | — | — | — | — | — | — | |
| Peyre et. alExternal data=false2019.01 | 17.9 | 19.5 | — | — | — | — | — | — | — | — | |
| Ours [S+A]Supervision=Full sup., Method components=[S+A]2017.07 | 16.7 | — | — | — | — | — | — | — | — | — | |
| Visual + LanguageSupervision=Full sup.2017.07 | 16.2 | — | — | — | — | — | — | — | — | — | |
| Lu’s-VLKObject detector=R-CNN, Language priors=word2vec2017.02 | 16.17 | 17.03 | — | — | — | — | — | — | — | — | |
| Lu et. alExternal data=false2019.01 | 16.17 | 17.03 | — | — | — | — | — | — | — | — | |
| Ours [S+A]Supervision=Weak sup., Method components=[S+A]2017.07 | 16 | — | — | — | — | — | — | — | — | — | |
| Language (full)Supervision=Full sup.2017.07 | 15.8 | — | — | — | — | — | — | — | — | — | |
| Ours [S+A] - NoisySupervision=Weak sup., Method components=[S+A] - Noisy2017.07 | 15.1 | — | — | — | — | — | — | — | — | — | |
| Ours [A]Supervision=Full sup., Method components=Appearance [A]2017.07 | 14.9 | — | — | — | — | — | — | — | — | — | |
| VTransE2020.03 | 14.1 | 15.2 | — | — | — | — | — | — | — | — | |
| Ours [S]Supervision=Full sup., Method components=Spatial [S]2017.07 | 13.8 | — | — | — | — | — | — | — | — | — | |
| Lu’s-VObject detector=R-CNN2017.02 | 2.24 | 2.61 | — | — | — | — | — | — | — | — | |
| VisualSupervision=Full sup.2017.07 | 2.2 | — | — | — | — | — | — | — | — | — | |
| DenseCapClassification layer=softmax2017.02 | 0.62 | 0.77 | — | — | — | — | — | — | — | — | |
| VisualPhraseObject detector=Faster-RCNN2017.02 | 0.54 | 0.63 | — | — | — | — | — | — | — | — | |
| Language (likelihood)Supervision=Full sup.2017.07 | 0.08 | — | — | — | — | — | — | — | — | — | |
| Random2017.02 | 0.06 | 0.11 | — | — | — | — | — | — | — | — | |
| Visual PhrasesSupervision=Full sup.2017.07 | 0.04 | — | — | — | — | — | — | — | — | — | |
| Joint CNNTraining images=VRD only2017.07 | — | — | — | — | 0.09 | 0.07 | — | — | — | — | |
| Linguistic CuesTraining images=VRD only2017.07 | — | — | — | — | — | — | 20.7 | 16.89 | — | — | |
| U+W+SF+L: STraining images=VRD only, Variant=Student2017.07 | — | — | — | — | 19.98 | 19.15 | 25.16 | 22.95 | 25.54 | 22.59 | |
| U+W+SF+L: STraining images=VRD + VG, Variant=Student2017.07 | — | — | — | — | 20.32 | 19.96 | 25.71 | 23.34 | 25.97 | 22.83 | |
| U+W+SF+L: TTraining images=VRD only, Variant=Teacher2017.07 | — | — | — | — | 23.57 | 22.46 | 29.14 | 25.96 | 29.09 | 25.86 | |
| U+W+SF+L: TTraining images=VRD + VG, Variant=Teacher2017.07 | — | — | — | — | 23.89 | 22.92 | 29.82 | 26.34 | 29.97 | 26.15 | |
| U+W+SF+L: T+STraining images=VRD only, Variant=Teacher+Student2017.07 | — | — | — | — | 24.03 | 23.14 | 29.76 | 26.47 | 29.43 | 26.32 | |
| U+W+SF+L: T+STraining images=VRD + VG, Variant=Teacher+Student2017.07 | — | — | — | — | 24.42 | 23.51 | 30.13 | 26.73 | 30.01 | 26.58 | |
| VIP-CNNTraining images=VRD only2017.07 | — | — | — | — | 27.91 | 22.78 | — | — | — | — | |
| Visual PhrasesTraining images=VRD only2017.07 | — | — | — | — | 0.07 | 0.04 | — | — | — | — | |
| VRD - FullTraining images=VRD only2017.07 | — | — | — | — | 17.03 | 16.17 | 25.52 | 20.42 | 24.9 | 20.04 | |
| VRD - V onlyTraining images=VRD only2017.07 | — | — | — | — | 2.61 | 2.24 | — | — | — | — | |
| VRLTraining images=VRD only2017.07 | — | — | — | — | 22.6 | 21.37 | — | — | — | — |