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Models/MILES

MILES

Reported on 16 benchmarks across 1 task · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision16 results

  • Zero-Shot Video RetrievalonMSVD
    text-to-video R@1· 2022-04-26
    44.4
    best: 59.3 (InternVideo2-6B)
    SOTA
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonMSVD
    text-to-video R@10· 2022-04-26
    87
    best: 89.6 (InternVideo2-6B)
    SOTA
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonMSVD
    text-to-video R@5· 2022-04-26
    76.2
    best: 84.4 (InternVideo2-6B)
    SOTA
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonDiDeMo
    text-to-video R@1· 2022-04-26
    27.2
    best: 57.9 (InternVideo2-6B)
    SOTA
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonDiDeMo
    text-to-video R@10· 2022-04-26
    63.6
    best: 85.1 (InternVideo2-1B)
    SOTA
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonLSMDC
    text-to-video Median Rank· 2022-04-26
    50.7
    SOTA
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonMSR-VTT
    text-to-video Median Rank· 2022-04-26
    7
    best: 66 (MMT)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonMSR-VTT
    text-to-video R@1· 2022-04-26
    26.1
    best: 55.9 (InternVideo2-6B)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonMSR-VTT
    text-to-video R@10· 2022-04-26
    56.9
    best: 85.1 (InternVideo2-6B)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonMSR-VTT
    text-to-video R@5· 2022-04-26
    47.2
    best: 78.3 (InternVideo2-6B)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonMSVD
    text-to-video Median Rank· 2022-04-26
    2
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonDiDeMo
    text-to-video Median Rank· 2022-04-26
    5
    best: 7 (LaT)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonDiDeMo
    text-to-video R@5· 2022-04-26
    50.3
    best: 80 (InternVideo2-6B)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonLSMDC
    text-to-video R@1· 2022-04-26
    11.1
    best: 33.8 (InternVideo2-6B)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonLSMDC
    text-to-video R@10· 2022-04-26
    30.6
    best: 62.2 (InternVideo2-6B)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408
  • Zero-Shot Video RetrievalonLSMDC
    text-to-video R@5· 2022-04-26
    24.7
    best: 55.9 (InternVideo2-6B)
    MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalarXiv:2204.12408