OpenCodePapers

semi-supervised-semantic-segmentation-on-7

Semantic SegmentationSemi-Supervised Semantic Segmentation
Results over time
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Leaderboard
PaperCodeValidation mIoUModelNameReleaseDate
Bootstrapping Semantic Segmentation with Regional Contrast✓ Link63.60%ReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pre-trained)2021-04-09
Bootstrapping Semantic Segmentation with Regional Contrast✓ Link63.16%ReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pre-trained)2021-04-09
DMT: Dynamic Mutual Training for Semi-Supervised Learning✓ Link63.04%DMT (DeepLab v2 MSCOCO pre-trained)2020-04-18
Semi-supervised semantic segmentation needs strong, varied perturbations✓ Link59.52%CutMix (DeepLab v3+ ImageNet pre-trained)2019-06-05
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning✓ Link54.18%ClassMix (DeepLab v2 MSCOCO pretrained)2020-07-15
Semi-supervised semantic segmentation needs strong, varied perturbations✓ Link53.79%CutMix (DeepLab v2 ImageNet pre-trained)2019-06-05