Visual Grounding on ReferitGame (test) using Pr@0.5
0.7142Pr@0.5RefTR
Evaluation Results
| Method | Links | |
|---|---|---|
| RefTRStage=One-stage, Visual Encoder=RN101, Time (ms)=402022.03 | 0.7142 | |
| TransVGStage=One-stage, Visual Encoder=RN101, Time (ms)=622022.03 | 0.7073 | |
| SeqTRStage=One-stage, Visual Encoder=DN53, Time (ms)=502022.03 | 0.6966 | |
| LBYL-NetVisual Encoder=DarkNet-53, Language Encoder=BERT, Processing Stage=One-stage, Time=30 ms2021.04 | 0.6747 | |
| LBYL-NetVisual Encoder=DarkNet-53, Language Encoder=LSTM, Processing Stage=One-stage, Time=28 ms2021.04 | 0.6548 | |
| SQC-LargeVisual Encoder=DarkNet-53, Language Encoder=BERT, Processing Stage=One-stage, Time=36 ms2021.04 | 0.646 | |
| ReSCLStage=One-stage, Visual Encoder=DN53, Time (ms)=362022.03 | 0.646 | |
| SQC-BaseVisual Encoder=DarkNet-53, Language Encoder=BERT, Processing Stage=One-stage, Time=26 ms2021.04 | 0.6433 | |
| RCCFVisual Encoder=DLA-34, Language Encoder=LSTM, Processing Stage=One-stage, Time=25 ms2021.04 | 0.6379 | |
| RCCFStage=One-stage, Visual Encoder=DLA34, Time (ms)=252022.03 | 0.6379 | |
| DDPN+Visual Encoder=ResNet-101, Language Encoder=LSTM, Processing Stage=Two-stage2021.04 | 0.63 | |
| DDPNStage=Two-stage, Visual Encoder=RN1012022.03 | 0.63 | |
| LBYL-Net w/o LFCVisual Encoder=DarkNet-53, Language Encoder=LSTM, Processing Stage=One-stage, Time=25 ms2021.04 | 0.6259 | |
| FAOAStage=One-stage, Visual Encoder=DN53, Time (ms)=232022.03 | 0.6067 | |
| YOLO-VGVisual Encoder=DarkNet-53, Language Encoder=BERT, Processing Stage=One-stage, Time=38 ms2021.04 | 0.593 | |
| BaselineVisual Encoder=DarkNet-53, Language Encoder=LSTM, Processing Stage=One-stage, Time=24 ms2021.04 | 0.5928 | |
| YOLO-VGVisual Encoder=DarkNet-53, Language Encoder=LSTM, Processing Stage=One-stage, Time=21 ms2021.04 | 0.5876 | |
| ZSGNetVisual Encoder=ResNet-50, Language Encoder=LSTM, Processing Stage=One-stage, Time=25 ms2021.04 | 0.5863 | |
| ZSGNetStage=One-stage, Visual Encoder=RN502022.03 | 0.5863 | |
| CITEVisual Encoder=ResNet-101, Processing Stage=Two-stage, Time=196 ms2021.04 | 0.3507 | |
| Similarity NetVisual Encoder=ResNet-101, Processing Stage=Two-stage, Time=184 ms2021.04 | 0.3454 | |
| SimilarityNetStage=Two-stage, Visual Encoder=RN101, Time (ms)=1842022.03 | 0.3454 | |
| VCVisual Encoder=VGG-16, Language Encoder=LSTM, Processing Stage=Two-stage2021.04 | 0.3113 | |
| MAttNetVisual Encoder=ResNet-101, Language Encoder=LSTM, Processing Stage=Two-stage, Time=320 ms2021.04 | 0.2904 | |
| MAttNetStage=Two-stage, Visual Encoder=RN101, Time (ms)=3202022.03 | 0.2904 | |
| CMNVisual Encoder=VGG-16, Language Encoder=LSTM, Processing Stage=Two-stage2021.04 | 0.2833 |