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/ADVENT

ADVENT

Reported on 8 benchmarks across 4 tasks · 1 paper · 5 SOTA

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

Computer Vision2 results

Image-to-Image TranslationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2018-11-30
48
best: 74.8 (HRDA + PiPa)
SOTA
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation arXiv:1811.12833
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2018-11-30
44.8
best: 77.7 (DCF)
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation arXiv:1811.12833

Methodology2 results

Domain AdaptationonPanoptic SYNTHIA-to-Mapillary
mPQ· 2018-11-30
18.3
best: 38.7 (MC-PanDA)
SOTA
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation arXiv:1811.12833
Domain AdaptationonPanoptic SYNTHIA-to-Cityscapes
mPQ· 2018-11-30
28.1
best: 47.4 (MC-PanDA)
SOTA
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation arXiv:1811.12833

Medical2 results

Image GenerationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2018-11-30
48
best: 74.8 (HRDA + PiPa)
SOTA
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation arXiv:1811.12833
Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2018-11-30
44.8
best: 77.7 (DCF)
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation arXiv:1811.12833

Miscellaneous2 results

1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2018-11-30
48
best: 74.8 (HRDA + PiPa)
SOTA
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation arXiv:1811.12833
1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2018-11-30
44.8
best: 77.7 (DCF)
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation arXiv:1811.12833