OmniVL:One Foundation Model for Image-Language and Video-Language Tasks

Benchmark Model Rank Results
action-classification-on-kinetics-400OmniVL–Acc@1: 79.1Acc@5: 94.5
action-recognition-in-videos-on-something-something-v2OmniVL–Top-1 Accuracy: 62.5Top-5 Accuracy: 86.2
cross-modal-retrieval-on-coco-2014OmniVL (14M)–Text-to-image R@1: 64.8Text-to-image R@5: 86.1…
cross-modal-retrieval-on-flickr30kOmniVL (14M)–Image-to-text R@1: 97.3Image-to-text R@5: 99.9Image-to-text R@10: 100…
image-captioning-on-nocaps-val-in-domainOmniVL–CIDEr: 104.6SPICE: 15Pre-train (#images): 14M
image-captioning-on-nocaps-val-near-domainOmniVL–CIDEr: 108.3SPICE: 14.9Pre-train (#images): 14M
image-captioning-on-nocaps-val-out-domainOmniVL–CIDEr: 106.3SPICE: 14.2Pretrain (#images): 14M
image-captioning-on-nocaps-val-overallOmniVL–CIDEr: 107.5SPICE: 14.7Pretrain (#images): 14M
video-captioning-on-youcook2OmniVL–BLEU-4: 8.72BLEU-3: 12.87CIDEr: 1.16ROUGE-L: 36.09METEOR: 14.83
video-retrieval-on-didemoOmniVL–text-to-video R@1: 52.4text-to-video R@5: 79.5…
video-retrieval-on-msr-vttOmniVL–text-to-video R@1: 47.8text-to-video R@5: 74.2…
visual-question-answering-on-msrvtt-qaOmniVL–Accuracy: 0.441
visual-question-answering-on-msvd-qaOmniVL–Accuracy: 0.510
zero-shot-video-retrieval-on-didemoOmniVL–text-to-video R@1: 33.3text-to-video R@5: 58.7…
zero-shot-video-retrieval-on-msr-vttOmniVL–text-to-video R@1: 34.6text-to-video R@5: 58.4…