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/DB Focal(ResNet-50)

DB Focal(ResNet-50)

Reported on 10 benchmarks across 5 tasks · 1 paper · 10 SOTA

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

Methodology6 results

Generalized Few-Shot ClassificationonCOCO-MLT
Average mAP· 2020-07-19
53.55
best: 66.19 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654
Generalized Few-Shot ClassificationonVOC-MLT
Average mAP· 2020-07-19
78.94
best: 87.88 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654
Long-tail LearningonCOCO-MLT
Average mAP· 2020-07-19
53.55
best: 66.19 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654
Long-tail LearningonVOC-MLT
Average mAP· 2020-07-19
78.94
best: 87.88 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654
Generalized Few-Shot LearningonCOCO-MLT
Average mAP· 2020-07-19
53.55
best: 66.19 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654
Generalized Few-Shot LearningonVOC-MLT
Average mAP· 2020-07-19
78.94
best: 87.88 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654

Computer Vision4 results

Image ClassificationonCOCO-MLT
Average mAP· 2020-07-19
53.55
best: 66.19 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654
Image ClassificationonVOC-MLT
Average mAP· 2020-07-19
78.94
best: 87.88 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654
Few-Shot Image ClassificationonCOCO-MLT
Average mAP· 2020-07-19
53.55
best: 66.19 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654
Few-Shot Image ClassificationonVOC-MLT
Average mAP· 2020-07-19
78.94
best: 87.88 (LMPT(ViT-B/16))
SOTA
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets arXiv:2007.09654