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Few-Shot Image Classification 벤치마크

Few-Shot Image Classification on Mini-Imagenet 20-way (1-shot)

12개 결과 · ⬇ CSV · JSON

Accuracy

16.49 22.19 27.89 33.6 39.3 2017-07 2026-09 Meta SGD — 17.56 (2017-07-31) Matching Nets, (from ) — 17.31 (2017-07-31) Meta LSTM, (from ) — 16.7 (2017-07-31) MAML, (from ) — 16.49 (2017-07-31) Meta SGD — 17.56 (2017-07-31) Matching Nets, (from ) — 17.31 (2017-07-31) Meta LSTM, (from ) — 16.7 (2017-07-31) MAML, (from ) — 16.49 (2017-07-31) Deep Comparison Network — 32.07 (2018-11-17) Deep Comparison Network — 32.07 (2018-11-17) TIM-GD — 39.3 (2020-08-25) TIM-GD — 39.3 (2020-08-25) Meta SGD — 17.56 (2017-07-31) Deep Comparison Network — 32.07 (2018-11-17) TIM-GD — 39.3 (2020-08-25)
RankModel Accuracy PaperCodeYear
1 TIM-GD 39.3 Transductive Information Maximization For Few-Shot Learning sicara/easy-few-shot-learning · mboudiaf/TIM 2020
2 Deep Comparison Network 32.07 RelationNet2: Deep Comparison Columns for Few-Shot Learning zhangxueting/DCN · 2023-MindSpore-1/ms-code-216 2018
3 Meta SGD 17.56 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning learnables/learn2learn · foolyc/Meta-SGD · myungsub/meta-interpolation · +6 2017
4 Matching Nets, (from ) 17.31 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning learnables/learn2learn · foolyc/Meta-SGD · myungsub/meta-interpolation · +6 2017
5 Meta LSTM, (from ) 16.70 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning learnables/learn2learn · foolyc/Meta-SGD · myungsub/meta-interpolation · +6 2017
6 MAML, (from ) 16.49 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning learnables/learn2learn · foolyc/Meta-SGD · myungsub/meta-interpolation · +6 2017
7 TIM-GD 39.3 Transductive Information Maximization For Few-Shot Learning sicara/easy-few-shot-learning · mboudiaf/TIM 2020
8 Deep Comparison Network 32.07 RelationNet2: Deep Comparison Columns for Few-Shot Learning zhangxueting/DCN · 2023-MindSpore-1/ms-code-216 2018
9 Meta SGD 17.56 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning learnables/learn2learn · foolyc/Meta-SGD · myungsub/meta-interpolation · +6 2017
10 Matching Nets, (from ) 17.31 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning learnables/learn2learn · foolyc/Meta-SGD · myungsub/meta-interpolation · +6 2017
11 Meta LSTM, (from ) 16.70 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning learnables/learn2learn · foolyc/Meta-SGD · myungsub/meta-interpolation · +6 2017
12 MAML, (from ) 16.49 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning learnables/learn2learn · foolyc/Meta-SGD · myungsub/meta-interpolation · +6 2017
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