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Models/P-MIL

P-MIL

Reported on 55 benchmarks across 5 tasks · 1 paper · 10 SOTA

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

Computer Vision44 results

  • VideoonActivityNet-1.3
    mAP@0.5· 2023-05-29
    41.8
    best: 45.1 (PivoTAL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonActivityNet-1.2
    mAP@0.5· 2023-05-29
    44.2
    best: 49.6 (AICL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonActivityNet-1.3
    mAP@0.5· 2023-05-29
    41.8
    best: 45.1 (PivoTAL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonActivityNet-1.2
    mAP@0.5· 2023-05-29
    44.2
    best: 49.6 (AICL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonActivityNet-1.3
    mAP@0.5· 2023-05-29
    41.8
    best: 45.1 (PivoTAL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonActivityNet-1.2
    mAP@0.5· 2023-05-29
    44.2
    best: 49.6 (AICL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonActivityNet-1.3
    mAP@0.5· 2023-05-29
    41.8
    best: 45.1 (PivoTAL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonActivityNet-1.2
    mAP@0.5· 2023-05-29
    44.2
    best: 49.6 (AICL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonTHUMOS 2014
    mAP@0.1:0.5· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonTHUMOS 2014
    mAP@0.1:0.7· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonTHUMOS 2014
    mAP@0.5· 2023-05-29
    40
    best: 52.2 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonTHUMOS14
    avg-mAP (0.1-0.5)· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonTHUMOS14
    avg-mAP (0.1:0.7)· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonTHUMOS14
    avg-mAP (0.3-0.7)· 2023-05-29
    38
    best: 51.1 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonTHUMOS’14
    mAP@0.5· 2023-05-29
    40
    best: 45.3 (LACP)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonActivityNet-1.3
    mAP@0.5:0.95· 2023-05-29
    25.5
    best: 28.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • VideoonActivityNet-1.2
    Mean mAP· 2023-05-29
    26.5
    best: 30.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonTHUMOS 2014
    mAP@0.1:0.5· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonTHUMOS 2014
    mAP@0.1:0.7· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonTHUMOS 2014
    mAP@0.5· 2023-05-29
    40
    best: 52.2 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonTHUMOS14
    avg-mAP (0.1-0.5)· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonTHUMOS14
    avg-mAP (0.1:0.7)· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonTHUMOS14
    avg-mAP (0.3-0.7)· 2023-05-29
    38
    best: 51.1 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonTHUMOS’14
    mAP@0.5· 2023-05-29
    40
    best: 45.3 (LACP)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonActivityNet-1.3
    mAP@0.5:0.95· 2023-05-29
    25.5
    best: 28.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Temporal Action LocalizationonActivityNet-1.2
    Mean mAP· 2023-05-29
    26.5
    best: 30.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonTHUMOS 2014
    mAP@0.1:0.5· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonTHUMOS 2014
    mAP@0.1:0.7· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonTHUMOS 2014
    mAP@0.5· 2023-05-29
    40
    best: 52.2 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonTHUMOS14
    avg-mAP (0.1-0.5)· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonTHUMOS14
    avg-mAP (0.1:0.7)· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonTHUMOS14
    avg-mAP (0.3-0.7)· 2023-05-29
    38
    best: 51.1 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonTHUMOS’14
    mAP@0.5· 2023-05-29
    40
    best: 45.3 (LACP)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonActivityNet-1.3
    mAP@0.5:0.95· 2023-05-29
    25.5
    best: 28.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Action LocalizationonActivityNet-1.2
    Mean mAP· 2023-05-29
    26.5
    best: 30.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonTHUMOS 2014
    mAP@0.1:0.5· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonTHUMOS 2014
    mAP@0.1:0.7· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonTHUMOS 2014
    mAP@0.5· 2023-05-29
    40
    best: 52.2 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonTHUMOS14
    avg-mAP (0.1-0.5)· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonTHUMOS14
    avg-mAP (0.1:0.7)· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonTHUMOS14
    avg-mAP (0.3-0.7)· 2023-05-29
    38
    best: 51.1 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonTHUMOS’14
    mAP@0.5· 2023-05-29
    40
    best: 45.3 (LACP)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonActivityNet-1.3
    mAP@0.5:0.95· 2023-05-29
    25.5
    best: 28.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Weakly Supervised Action LocalizationonActivityNet-1.2
    Mean mAP· 2023-05-29
    26.5
    best: 30.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861

Methodology11 results

  • Zero-Shot LearningonActivityNet-1.3
    mAP@0.5· 2023-05-29
    41.8
    best: 45.1 (PivoTAL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonActivityNet-1.2
    mAP@0.5· 2023-05-29
    44.2
    best: 49.6 (AICL)
    SOTA
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonTHUMOS 2014
    mAP@0.1:0.5· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonTHUMOS 2014
    mAP@0.1:0.7· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonTHUMOS 2014
    mAP@0.5· 2023-05-29
    40
    best: 52.2 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonTHUMOS14
    avg-mAP (0.1-0.5)· 2023-05-29
    57.4
    best: 71.6 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonTHUMOS14
    avg-mAP (0.1:0.7)· 2023-05-29
    47
    best: 60.3 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonTHUMOS14
    avg-mAP (0.3-0.7)· 2023-05-29
    38
    best: 51.1 (HR-Pro)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonTHUMOS’14
    mAP@0.5· 2023-05-29
    40
    best: 45.3 (LACP)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonActivityNet-1.3
    mAP@0.5:0.95· 2023-05-29
    25.5
    best: 28.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861
  • Zero-Shot LearningonActivityNet-1.2
    Mean mAP· 2023-05-29
    26.5
    best: 30.8 (SAL)
    Proposal-Based Multiple Instance Learning for Weakly-Supervised Temporal Action LocalizationarXiv:2305.17861