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Models/MUM

MUM

Reported on 12 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Computer Vision6 results

Semi-Supervised Object DetectiononCOCO 2% labeled data
mAP· 2021-11-22
24.84
best: 34.7 (MixPL)
SOTA
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
Semi-Supervised Object DetectiononCOCO 1% labeled data
mAP· 2021-11-22
21.88
best: 31.7 (MixPL)
SOTA
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
Semi-Supervised Object DetectiononCOCO 0.5% labeled data
mAP· 2021-11-22
18.54
best: 19.46 (VC)
SOTA
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
Semi-Supervised Object DetectiononCOCO 100% labeled data
mAP· 2021-11-22
42.11
best: 55.2 (MixPL)
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
Semi-Supervised Object DetectiononCOCO 10% labeled data
mAP· 2021-11-22
31.87
best: 44.6 (MixPL)
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
Semi-Supervised Object DetectiononCOCO 5% labeled data
mAP· 2021-11-22
28.52
best: 40.1 (Semi-DETR)
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958

Methodology6 results

2D Object DetectiononCOCO 2% labeled data
mAP· 2021-11-22
24.84
best: 34.7 (MixPL)
SOTA
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
2D Object DetectiononCOCO 1% labeled data
mAP· 2021-11-22
21.88
best: 31.7 (MixPL)
SOTA
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
2D Object DetectiononCOCO 0.5% labeled data
mAP· 2021-11-22
18.54
best: 19.46 (VC)
SOTA
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
2D Object DetectiononCOCO 100% labeled data
mAP· 2021-11-22
42.11
best: 55.2 (MixPL)
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
2D Object DetectiononCOCO 10% labeled data
mAP· 2021-11-22
31.87
best: 44.6 (MixPL)
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958
2D Object DetectiononCOCO 5% labeled data
mAP· 2021-11-22
28.52
best: 40.1 (Semi-DETR)
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection arXiv:2111.10958