Few-Shot Image Classification on Mini-Imagenet 10-way (1-shot)

28개 결과 · ⬇ CSV · JSON

Accuracy

Rank	Model	Accuracy	Extra Training Data	Paper	Code	Year
1	Transductive CNAPS + FETI	68.5	✓	Enhancing Few-Shot Image Classification with Unlabelled Examples	peymanbateni/simple-cnaps · plai-group/simple-cnaps	2020
2	Simple CNAPS + FETI	63.5	✓	Improved Few-Shot Visual Classification	peymanbateni/simple-cnaps · plai-group/simple-cnaps	2019
3	TIM-GD	56.1		Transductive Information Maximization For Few-Shot Learning	sicara/easy-few-shot-learning · mboudiaf/TIM	2020
4	Transductive CNAPS	42.8		Enhancing Few-Shot Image Classification with Unlabelled Examples	peymanbateni/simple-cnaps · plai-group/simple-cnaps	2020
5	TPN (Higher Shot)	38.4		Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning	csyanbin/TPN · csyanbin/TPN-pytorch	2018
6	Simple CNAPS	37.1		Improved Few-Shot Visual Classification	peymanbateni/simple-cnaps · plai-group/simple-cnaps	2019
7	Label Propagation	35.2		Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning	csyanbin/TPN · csyanbin/TPN-pytorch	2018
8	Relation Networks	34.9		Learning to Compare: Relation Network for Few-Shot Learning	sicara/easy-few-shot-learning · floodsung/LearningToCompare_FSL · lzrobots/LearningToCompare_ZSL · +10	2017
9	Prototypical Networks (Higher Way)	34.6		Prototypical Networks for Few-shot Learning	learnables/learn2learn · oscarknagg/few-shot · sicara/easy-few-shot-learning · +40	2017
10	Prototypical Networks	32.9		Prototypical Networks for Few-shot Learning	learnables/learn2learn · oscarknagg/few-shot · sicara/easy-few-shot-learning · +40	2017
11	Reptile+BN	32.0		On First-Order Meta-Learning Algorithms	learnables/learn2learn · MaximeVandegar/Papers-in-100-Lines-of-Code · openai/supervised-reptile · +10	2018
12	MAML + Transduction	31.8		Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks	ray-project/ray · PaddlePaddle/PaddleRec · learnables/learn2learn · +82	2017
13	MAML	31.3		Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks	ray-project/ray · PaddlePaddle/PaddleRec · learnables/learn2learn · +82	2017
14	Reptile	31.1		On First-Order Meta-Learning Algorithms	learnables/learn2learn · MaximeVandegar/Papers-in-100-Lines-of-Code · openai/supervised-reptile · +10	2018
15	Transductive CNAPS + FETI	68.5	✓	Enhancing Few-Shot Image Classification with Unlabelled Examples	peymanbateni/simple-cnaps · plai-group/simple-cnaps	2020
16	Simple CNAPS + FETI	63.5	✓	Improved Few-Shot Visual Classification	peymanbateni/simple-cnaps · plai-group/simple-cnaps	2019
17	TIM-GD	56.1		Transductive Information Maximization For Few-Shot Learning	sicara/easy-few-shot-learning · mboudiaf/TIM	2020
18	Transductive CNAPS	42.8		Enhancing Few-Shot Image Classification with Unlabelled Examples	peymanbateni/simple-cnaps · plai-group/simple-cnaps	2020
19	TPN (Higher Shot)	38.4		Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning	csyanbin/TPN · csyanbin/TPN-pytorch	2018
20	Simple CNAPS	37.1		Improved Few-Shot Visual Classification	peymanbateni/simple-cnaps · plai-group/simple-cnaps	2019