HyperAI초신경

Semi Supervised Image Classification On Cifar

평가 지표

Percentage error

평가 결과

이 벤치마크에서 각 모델의 성능 결과

비교 표
모델 이름Percentage error
improved-techniques-for-training-gans15.59
simmatch-semi-supervised-learning-with3.96
self-meta-pseudo-labels-meta-pseudo-labels4.09
모델 44.13±0.11
lidam-semi-supervised-learning-with-localized7.48
meta-pseudo-labels3.89± 0.07
laplacenet-a-hybrid-energy-neural-model-for4.99±0.08
remixmatch-semi-supervised-learning-with-15.14
enaet-self-trained-ensemble-autoencoding4.18
doublematch-improving-semi-supervised4.65±0.17
unsupervised-data-augmentation-15.27
virtual-adversarial-training-a-regularization11.36
triple-generative-adversarial-networks10.01
global-local-regularization-via10.6
flexmatch-boosting-semi-supervised-learning4.19±0.01
in-defense-of-pseudo-labeling-an-uncertainty-14.86
there-are-many-consistent-explanations-of5
diff-sysc-an-approach-using-diffusion-models3.26±0.06
dual-student-breaking-the-limits-of-the8.89
dash-semi-supervised-learning-with-dynamic4.08±0.06
triple-generative-adversarial-networks12.41
fixmatch-simplifying-semi-supervised-learning4.31
temporal-ensembling-for-semi-supervised12.16
adaptive-boosting-for-domain-adaptation6.05±0.12
interpolation-consistency-training-for-semi7.29
contrastive-regularization-for-semi4.16
interpolation-consistency-training-for-semi7.66
shot-vae-semi-supervised-deep-generative6.11
semi-supervised-learning-by-augmented8.72
repetitive-reprediction-deep-decipher-for5.72
semi-supervised-learning-with-ladder-networks20.4
realmix-towards-realistic-semi-supervised6.38
good-semi-supervised-learning-that-requires-a14.41
in-defense-of-pseudo-labeling-an-uncertainty-16.39±0.02
np-match-when-neural-processes-meet-semi4.11±0.02
triple-generative-adversarial-networks6.54
semi-supervised-learning-with-self-supervised11.65
np-match-when-neural-processes-meet-semi4.25
mean-teachers-are-better-role-models-weight6.28
mixmatch-a-holistic-approach-to-semi6.24
selfmatch-combining-contrastive-self4.06±0.08
all-labels-are-not-created-equal-enhancing3.8±0.08
dp-ssl-towards-robust-semi-supervised4.23±0.20
laplacenet-a-hybrid-energy-neural-model-for4.35±0.10
semi-supervised-semantic-segmentation-via5.79
semi-supervised-learning-of-visual-features4.0 ± 0.25
virtual-adversarial-training-a-regularization10.55