TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Faster R-CNN with Stylized Training Data

Faster R-CNN with Stylized Training Data

Reported on 30 benchmarks across 5 tasks · 1 paper · 30 SOTA

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

Methodology24 results

  • 3DonPASCAL VOC 2007
    mPC [AP50]· 2019-07-17
    56.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 3DonPASCAL VOC 2007
    rPC [%]· 2019-07-17
    69.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 3DonCityscapes test
    mPC [AP]· 2019-07-17
    17.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 3DonCityscapes test
    rPC [%]· 2019-07-17
    47.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 3DonCOCO (Common Objects in Context)
    mPC [AP]· 2019-07-17
    20.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 3DonCOCO (Common Objects in Context)
    rPC [%]· 2019-07-17
    58.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D ClassificationonPASCAL VOC 2007
    mPC [AP50]· 2019-07-17
    56.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D ClassificationonPASCAL VOC 2007
    rPC [%]· 2019-07-17
    69.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D ClassificationonCityscapes test
    mPC [AP]· 2019-07-17
    17.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D ClassificationonCityscapes test
    rPC [%]· 2019-07-17
    47.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D ClassificationonCOCO (Common Objects in Context)
    mPC [AP]· 2019-07-17
    20.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D ClassificationonCOCO (Common Objects in Context)
    rPC [%]· 2019-07-17
    58.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D Object DetectiononPASCAL VOC 2007
    mPC [AP50]· 2019-07-17
    56.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D Object DetectiononPASCAL VOC 2007
    rPC [%]· 2019-07-17
    69.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D Object DetectiononCityscapes test
    mPC [AP]· 2019-07-17
    17.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D Object DetectiononCityscapes test
    rPC [%]· 2019-07-17
    47.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D Object DetectiononCOCO (Common Objects in Context)
    mPC [AP]· 2019-07-17
    20.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 2D Object DetectiononCOCO (Common Objects in Context)
    rPC [%]· 2019-07-17
    58.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 16konPASCAL VOC 2007
    mPC [AP50]· 2019-07-17
    56.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 16konPASCAL VOC 2007
    rPC [%]· 2019-07-17
    69.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 16konCityscapes test
    mPC [AP]· 2019-07-17
    17.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 16konCityscapes test
    rPC [%]· 2019-07-17
    47.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 16konCOCO (Common Objects in Context)
    mPC [AP]· 2019-07-17
    20.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • 16konCOCO (Common Objects in Context)
    rPC [%]· 2019-07-17
    58.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484

Computer Vision6 results

  • Object DetectiononPASCAL VOC 2007
    mPC [AP50]· 2019-07-17
    56.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • Object DetectiononPASCAL VOC 2007
    rPC [%]· 2019-07-17
    69.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • Object DetectiononCityscapes test
    mPC [AP]· 2019-07-17
    17.2
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • Object DetectiononCityscapes test
    rPC [%]· 2019-07-17
    47.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • Object DetectiononCOCO (Common Objects in Context)
    mPC [AP]· 2019-07-17
    20.4
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484
  • Object DetectiononCOCO (Common Objects in Context)
    rPC [%]· 2019-07-17
    58.9
    SOTA
    Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingarXiv:1907.07484