| visual-reasoning-on-winoground | UNITER large | #28 | Text Score: 38.00Image Score: 14.00Group Score: 10.50 |
| visual-reasoning-on-winoground | VinVL | #29 | Text Score: 37.75Image Score: 17.75Group Score: 14.50 |
| visual-reasoning-on-winoground | ViLLA large | #30 | Text Score: 37.00Image Score: 13.25Group Score: 11.00 |
| visual-reasoning-on-winoground | ViLT (ViT-B/32) | #36 | Text Score: 34.75Image Score: 14.00Group Score: 9.25 |
| visual-reasoning-on-winoground | FLAVA (ITM) | #42 | Text Score: 32.25Image Score: 20.50Group Score: 14.25 |
| visual-reasoning-on-winoground | UNITER base | #43 | Text Score: 32.25Image Score: 13.25Group Score: 10.00 |
| visual-reasoning-on-winoground | CLIP (ViT-B/32) | #44 | Text Score: 30.75Image Score: 10.50Group Score: 8.00 |
| visual-reasoning-on-winoground | ViLLA base | #47 | Text Score: 30.00Image Score: 12.00Group Score: 8.00 |
| visual-reasoning-on-winoground | FLAVA (contrastive) | #58 | Text Score: 25.25Image Score: 13.50Group Score: 9.00 |
| visual-reasoning-on-winoground | Random chance | #59 | Text Score: 25.00Image Score: 25.00Group Score: 16.67 |
| visual-reasoning-on-winoground | ViLBERT base | #61 | Text Score: 23.75Image Score: 7.25Group Score: 4.75 |
| visual-reasoning-on-winoground | VSE++ (COCO, ResNet) | #63 | Text Score: 22.75Image Score: 8.00Group Score: 4.00 |
| visual-reasoning-on-winoground | VSRN (Flickr30k) | #66 | Text Score: 20.00Image Score: 5.00Group Score: 3.50 |
| visual-reasoning-on-winoground | VSE++ (Flickr30k, ResNet) | #67 | Text Score: 20.00Image Score: 5.00Group Score: 2.75 |
| visual-reasoning-on-winoground | VSE++ (Flickr30k, VGG) | #68 | Text Score: 19.75Image Score: 6.25Group Score: 4.50 |
| visual-reasoning-on-winoground | UniT (ITM finetuned) | #69 | Text Score: 19.50Image Score: 6.25Group Score: 4.00 |
| visual-reasoning-on-winoground | LXMERT | #70 | Text Score: 19.25Image Score: 7.00Group Score: 4.00 |
| visual-reasoning-on-winoground | VSE++ (COCO, VGG) | #72 | Text Score: 18.75Image Score: 5.50Group Score: 3.50 |
| visual-reasoning-on-winoground | VSRN (COCO) | #73 | Text Score: 17.50Image Score: 7.00Group Score: 3.75 |
| visual-reasoning-on-winoground | VisualBERT base | #74 | Text Score: 15.50Image Score: 2.50Group Score: 1.50 |