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Models/TTYD

TTYD

Reported on 12 benchmarks across 2 tasks · 1 paper · 12 SOTA

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

Methodology6 results

  • Domain AdaptationonSynLiDAR-to-SemanticPOSS
    mIoU· 2024-09-06
    39.1
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Domain AdaptationonnuScenes-to-SemanticKITTI
    mIoU· 2024-09-06
    45.4
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Domain AdaptationonnuScenes-to-Pandaset
    mIoU· 2024-09-06
    65.7
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Domain AdaptationonSynLiDAR-to-SemanticKITTI
    mIoU· 2024-09-06
    32.4
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Domain AdaptationonnuScenes-to-SemanticPOSS
    mIoU· 2024-09-06
    64.5
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Domain AdaptationonnuScenes-to-Waymo Open Dataset
    mIoU· 2024-09-06
    55.5
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409

Computer Vision6 results

  • Source-Free Domain AdaptationonSynLiDAR-to-SemanticPOSS
    mIoU· 2024-09-06
    39.1
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Source-Free Domain AdaptationonnuScenes-to-SemanticKITTI
    mIoU· 2024-09-06
    45.4
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Source-Free Domain AdaptationonnuScenes-to-Pandaset
    mIoU· 2024-09-06
    65.7
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Source-Free Domain AdaptationonSynLiDAR-to-SemanticKITTI
    mIoU· 2024-09-06
    32.4
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Source-Free Domain AdaptationonnuScenes-to-SemanticPOSS
    mIoU· 2024-09-06
    64.5
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409
  • Source-Free Domain AdaptationonnuScenes-to-Waymo Open Dataset
    mIoU· 2024-09-06
    55.5
    SOTA
    Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationarXiv:2409.04409