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/VC

VC

Reported on 10 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Computer Vision5 results

Semi-Supervised Object DetectiononCOCO 1% labeled data
mAP· 2022-07-07
23.86
best: 31.7 (MixPL)
SOTA
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433
Semi-Supervised Object DetectiononCOCO 0.5% labeled data
mAP· 2022-07-07
19.46
SOTA
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433
Semi-Supervised Object DetectiononCOCO 10% labeled data
mAP· 2022-07-07
34.82
best: 44.6 (MixPL)
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433
Semi-Supervised Object DetectiononCOCO 2% labeled data
mAP· 2022-07-07
27.7
best: 34.7 (MixPL)
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433
Semi-Supervised Object DetectiononCOCO 5% labeled data
mAP· 2022-07-07
32.05
best: 40.1 (Semi-DETR)
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433

Methodology5 results

2D Object DetectiononCOCO 1% labeled data
mAP· 2022-07-07
23.86
best: 31.7 (MixPL)
SOTA
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433
2D Object DetectiononCOCO 0.5% labeled data
mAP· 2022-07-07
19.46
SOTA
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433
2D Object DetectiononCOCO 10% labeled data
mAP· 2022-07-07
34.82
best: 44.6 (MixPL)
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433
2D Object DetectiononCOCO 2% labeled data
mAP· 2022-07-07
27.7
best: 34.7 (MixPL)
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433
2D Object DetectiononCOCO 5% labeled data
mAP· 2022-07-07
32.05
best: 40.1 (Semi-DETR)
Semi-supervised Object Detection via Virtual Category Learning arXiv:2207.03433