TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Computer Vision/Few-Shot Image Classification/Meta-Dataset Rank

Few-Shot Image Classification on Meta-Dataset Rank

Metric: Mean Rank (higher is better)

LeaderboardDataset
Loading chart...

Results

Submit a result
#Model↕Mean Rank▼Extra DataPaperDate↕Code
1Relation Networks11.8NoLearning to Compare: Relation Network for Few-Sh...2017-11-16Code
2k-NN10.85NoMeta-Dataset: A Dataset of Datasets for Learning...2019-03-07Code
3Matching Networks10.5NoMatching Networks for One Shot Learning2016-06-13Code
4fo-MAML10.25NoModel-Agnostic Meta-Learning for Fast Adaptation...2017-03-09Code
5Finetune8.7NoMeta-Dataset: A Dataset of Datasets for Learning...2019-03-07Code
6Prototypical Networks8.5NoPrototypical Networks for Few-shot Learning2017-03-15Code
7fo-Proto-MAML6.65NoMeta-Dataset: A Dataset of Datasets for Learning...2019-03-07Code
8CNAPs5.95NoFast and Flexible Multi-Task Classification Usin...2019-06-18Code
9SUR-pnf4.25NoSelecting Relevant Features from a Multi-domain ...2020-03-20Code
10SUR4.2NoSelecting Relevant Features from a Multi-domain ...2020-03-20Code
11Simple CNAPS3.45NoImproved Few-Shot Visual Classification2019-12-07Code
12Transductive CNAPS3.05NoEnhancing Few-Shot Image Classification with Unl...2020-06-17Code
13URT2.85NoA Universal Representation Transformer Layer for...2020-06-21Code