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Models/MILA

MILA

Reported on 10 benchmarks across 7 tasks · 1 paper · 10 SOTA

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

Methodology8 results

  • Domain AdaptationonSim10k
    mAP· 2023-09-03
    57.4
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086
  • Domain AdaptationonFoggy Cityscapes
    mAP· 2023-09-03
    50.6
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086
  • Domain AdaptationonComic2k
    mAP· 2023-09-03
    44.6
    best: 50.2 (DDT)
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086
  • Domain AdaptationonSIM10K to Cityscapes
    mAP@0.5· 2023-09-03
    57.4
    best: 77.8 (ALDI++)
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086
  • 3DonPascal VOC to Clipart1K
    mAP· 2023-09-03
    49.9
    best: 55.6 (DDT)
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086
  • 2D ClassificationonPascal VOC to Clipart1K
    mAP· 2023-09-03
    49.9
    best: 55.6 (DDT)
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086
  • 2D Object DetectiononPascal VOC to Clipart1K
    mAP· 2023-09-03
    49.9
    best: 55.6 (DDT)
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086
  • 16konPascal VOC to Clipart1K
    mAP· 2023-09-03
    49.9
    best: 55.6 (DDT)
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086

Computer Vision1 result

  • Object DetectiononPascal VOC to Clipart1K
    mAP· 2023-09-03
    49.9
    best: 55.6 (DDT)
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086

Other1 result

  • Unsupervised Domain AdaptationonSIM10K to Cityscapes
    mAP@0.5· 2023-09-03
    57.4
    best: 77.8 (ALDI++)
    SOTA
    MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionarXiv:2309.01086