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Datasets › FC100

FC100 (Fewshot-CIFAR100)

Introduced by Boris N. Oreshkin et al. in TADAM: Task dependent adaptive metric for improved few-shot learning1 Jan 2018 archive 2025-07-28

The FC100 dataset (Fewshot-CIFAR100) is a newly split dataset based on CIFAR-100 for few-shot learning. It contains 20 high-level categories which are divided into 12, 4, 4 categories for training, validation and test. There are 60, 20, 20 low-level classes in the corresponding split containing 600 images of size 32 × 32 per class. Smaller image size makes it more challenging for few-shot learning.

Source: Prototype Rectification for Few-Shot Learning

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 5 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Few-Shot Image Classification FC100 5-way (1-shot) BAVARDAGE Accuracy 57.27 Adaptive Dimension Reduction and Variational Inference... — 22 Compare
Few-Shot Image Classification FC100 5-way (5-shot) BAVARDAGE Accuracy 70.60 Adaptive Dimension Reduction and Variational Inference... — 22 Compare
Few-Shot Image Classification FC100 5-way (10-shot) MTL Accuracy 63.4 Meta-Transfer Learning for Few-Shot Learning yaoyao-liu/meta-transfer-learning +1 1 Compare
Few-Shot Image Classification Fewshot-CIFAR100 - 1-Shot Learning pseudo-shots Accuracy 50.57% Extended Few-Shot Learning: Exploiting Existing... BatsResearch/efsl +1 1 Compare
Few-Shot Image Classification Fewshot-CIFAR100 - 5-Shot Learning pseudo-shots Accuracy 61.58% Extended Few-Shot Learning: Exploiting Existing... BatsResearch/efsl +1 1 Compare

Papers archive 2025-07-28

17 shown of 17 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 137. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms 1 2 12 Sep 2024 not harvested
Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification 0 2 18 Sep 2022 not harvested
Rethinking Generalization in Few-Shot Classification 1 2 15 Jun 2022 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning 1 2 17 Mar 2022 ran 4 of 5 samples (1 unverified)
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients 3 8 24 Jan 2022 not harvested
Sparse Spatial Transformers for Few-Shot Learning 1 2 27 Sep 2021 ran 0 of 6 samples (6 unverified)
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation 1 2 16 Jun 2021 ran 1 of 10 samples (9 unverified)
Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning 1 2 1 Mar 2021 ran 1 of 1 samples (0 unverified)
Constellation Nets for Few-Shot Learning 1 2 1 Jan 2021 not harvested
Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks 2 4 13 Dec 2020 not harvested
Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach 1 4 21 Jul 2020 not harvested
Self-supervised Knowledge Distillation for Few-shot Learning 2 2 17 Jun 2020 not harvested
Task Augmentation by Rotating for Meta-Learning 1 4 8 Feb 2020 not harvested
Generalized Adaptation for Few-Shot Learning 0 2 25 Nov 2019 not harvested
Meta-Learning with Differentiable Convex Optimization 7 2 7 Apr 2019 not harvested
Meta-Transfer Learning for Few-Shot Learning 2 3 6 Dec 2018 not harvested
TADAM: Task dependent adaptive metric for improved few-shot learning 3 2 23 May 2018 ran 0 of 9 samples (9 unverified)

Dataset loaders archive 2025-07-28

learn2learn.netlearnables/learn2learnpytorch
ElementAI/TADAM

2 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Few-Shot Image Classification

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Fewshot-CIFAR100 - 1-Shot Learning
  • Fewshot-CIFAR100 - 5-Shot Learning
  • Fewshot-CIFAR100 - 10-Shot Learning
  • FC100 5-way (1-shot)
  • FC100 5-way (5-shot)
  • FC100 5-way (10-shot)
  • FC100

7 variant names, as the archive lists them.

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