Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

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

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

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

Models/MRNet + Adaboost

MRNet + Adaboost

Reported on 8 benchmarks across 2 tasks · 1 paper

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

Methodology5 results

Domain AdaptationonGTA5+Synscapes to Cityscapes
mIoU· 2021-03-29
50.8
best: 59 (MSCL)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Domain AdaptationonGTA5 to Cityscapes
mIoU· 2021-03-29
49
best: 77.8 (HALO)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Domain AdaptationonCityscapes-to-OxfordCar
mIoU· 2021-03-29
73.7
best: 75.2 (Uncertainty + Adaboost)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2021-03-29
45.9
best: 78.1 (HALO)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2021-03-29
52.9
best: 75.9 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685

Other3 results

Unsupervised Domain AdaptationonCityscapes-to-OxfordCar
mIoU· 2021-03-29
73.7
best: 75.2 (Uncertainty + Adaboost)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2021-03-29
45.9
best: 69.3 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2021-03-29
52.9
best: 75.9 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685