Bi-directional Retrieval on Flickr30K
539RsumFully-FT
Evaluation Results
| Method | Links | |
|---|---|---|
| Fully-FTBackbone=ResNeXt-101, Params. (M)=90.9, Memory (G)=21.8 * 82023.08 | 539 | |
| UniPTBackbone=ResNeXt-101, Params. (M)=6.4, Memory (G)=15.02023.08 | 532.1 | |
| BitFitBackbone=ResNeXt-101, Params. (M)=2.2, Memory (G)=21.0 * 82023.08 | 530.6 | |
| SSFBackbone=ResNeXt-101, Params. (M)=0.1, Memory (G)=20.4 * 82023.08 | 528.5 | |
| LSTBackbone=ResNeXt-101, Params. (M)=2.27, Memory (G)=15.02023.08 | 526.7 | |
| Fully-FTBackbone=BERT, Params. (M)=109.5, Memory (G)=9.92023.08 | 513.5 | |
| SSFBackbone=BERT, Params. (M)=0.2, Memory (G)=8.42023.08 | 512.8 | |
| AdapterBackbone=BERT, Params. (M)=2.6, Memory (G)=8.82023.08 | 511.3 | |
| UniPTBackbone=BERT, Params. (M)=5.9, Memory (G)=3.12023.08 | 510.5 | |
| AdaLoRABackbone=BERT, Params. (M)=1.0, Memory (G)=8.82023.08 | 510.3 | |
| FacTBackbone=BERT, Params. (M)=0.6, Memory (G)=8.72023.08 | 508.8 | |
| PromptBackbone=BERT, Params. (M)=10.7, Memory (G)=9.42023.08 | 508.5 | |
| LoRABackbone=BERT, Params. (M)=1.1, Memory (G)=8.82023.08 | 508.2 | |
| PartiallyBackbone=ResNeXt-101, Params. (M)=2.1, Memory (G)=14.92023.08 | 505.8 | |
| BitFitBackbone=BERT, Params. (M)=0.9, Memory (G)=8.62023.08 | 503.9 | |
| LSTBackbone=BERT, Params. (M)=7.5, Memory (G)=4.62023.08 | 501.9 | |
| AdapterBackbone=ResNeXt-101, Params. (M)=3.5, Memory (G)=22.1 * 82023.08 | 493.3 | |
| PartiallyBackbone=BERT, Params. (M)=0.8, Memory (G)=1.02023.08 | 485.5 |