HyperAI超神经

Few Shot Image Classification On Tiered 1

评估指标

Accuracy

评测结果

各个模型在此基准测试上的表现结果

比较表格
模型名称Accuracy
self-supervised-knowledge-distillation-for86.66
exploring-complementary-strengths-of87.08
hypertransformer-model-generation-for73.9%
metafun-meta-learning-with-iterative83.28
improving-few-shot-visual-classification-with81.8
unsupervised-embedding-adaptation-via-early87.61
easy-ensemble-augmented-shot-y-shaped88.33
easy-ensemble-augmented-shot-y-shaped89.76
instance-credibility-inference-for-few-shot89.00
geometric-mean-improves-loss-for-few-shot84.04
context-aware-meta-learning98.8
adaptive-cross-modal-few-shot-learning82.58
pseudo-shots-few-shot-learning-with-auxiliary86.82
transductive-information-maximization-for-few89.8
match-them-up-visually-explainable-few-shot77.82
adaptive-dimension-reduction-and-variational90.41
19060056285.2
self-supervision-can-be-a-good-few-shot86.51
shallow-bayesian-meta-learning-for-real-world89.56
diffkendall-a-novel-approach-for-few-shot85.31
meta-learning-with-differentiable-convex81.75
improving-few-shot-visual-classification-with87.7
espt-a-self-supervised-episodic-spatial87.49
uncertainty-in-model-agnostic-meta-learning82.7
attribute-surrogates-learning-and-spectral91.72
meta-learning-with-a-geometry-adaptive74.41
rethinking-generalization-in-few-shot-189.96
improved-few-shot-visual-classification86.0
bridging-multi-task-learning-and-meta83.69
few-shot-learning-as-domain-adaptation85.82
match-them-up-visually-explainable-few-shot80.05
easy-ensemble-augmented-shot-y-shaped89.26
adaptive-subspaces-for-few-shot-learning83.32
laplacian-regularized-few-shot-learning87.93
open-set-likelihood-maximization-for-few-shot86.35
deep-comparison-relation-columns-for-few-shot79.62
unsupervised-embedding-adaptation-via-early86.34
meta-learning-with-a-geometry-adaptive74.9
squeezing-backbone-feature-distributions-to91.09
sparse-spatial-transformers-for-few-shot86.61
leveraging-the-feature-distribution-in90.44
improved-few-shot-visual-classification80.0
hypertransformer-model-generation-for73.2%
charting-the-right-manifold-manifold-mixup88.59
fast-and-generalized-adaptation-for-few-shot86.75
relational-embedding-for-few-shot85.28
embedding-propagation-smoother-manifold-for88.36
pac-bayesian-meta-learning-with-implicit81.84
easy-ensemble-augmented-shot-y-shaped87.86
tapnet-neural-network-augmented-with-task80.26
transductive-decoupled-variational-inference96.57