HyperAI

Semi Supervised Image Classification On 1

Metrics

Top 1 Accuracy

Results

Performance results of various models on this benchmark

Comparison Table
Model NameTop 1 Accuracy
semi-supervised-learning-of-visual-features66.5%
190503670-
big-self-supervised-models-are-strong-semi74.9%
vicreg-variance-invariance-covariance54.8%
190503670-
vision-models-are-more-robust-and-fair-when62.4%
big-self-supervised-models-are-strong-semi75.9%
semi-supervised-vision-transformers-at-scale71%
barlow-twins-self-supervised-learning-via55%
debiased-learning-from-naturally-imbalanced71.3%
simmatchv2-semi-supervised-learning-with71.9%
semi-supervised-learning-of-visual-features69.6%
a-simple-framework-for-contrastive-learning63.0%
bootstrap-your-own-latent-a-new-approach-to53.2%
representation-learning-with-contrastive-
big-self-supervised-models-are-strong-semi73.9%
a-simple-framework-for-contrastive-learning58.5%
debiasing-calibrating-and-improving-semi67.4%
190503670-
comatch-semi-supervised-learning-with67.1%
with-a-little-help-from-my-friends-nearest56.4%
unsupervised-learning-of-visual-features-by53.9%
semi-supervised-vision-transformers-at-scale80%
semireward-a-general-reward-model-for-semi59.64%
Model 2552.7%
bootstrap-your-own-latent-a-new-approach-to62.2%
exponential-moving-average-normalization-for63%
190503670-
semi-supervised-learning-of-visual-features69.9%
prototypical-contrastive-learning-of-
big-self-supervised-models-are-strong-semi76.6%
vne-an-effective-method-for-improving-deep55.8
online-bag-of-visual-words-generation-for-
weakly-supervised-contrastive-learning-165.0%
a-simple-framework-for-contrastive-learning48.3%
large-scale-adversarial-representation-
semi-supervised-vision-transformers-at-scale77.3%
big-self-supervised-models-are-strong-semi57.9%
bootstrap-your-own-latent-a-new-approach-to71.2%
boosting-contrastive-self-supervised-learning63.7%
bootstrap-your-own-latent-a-new-approach-to69.1%
self-supervised-pretraining-of-visual60.5%
ibot-image-bert-pre-training-with-online61.9%
self-supervised-learning-by-estimating-twin-167.2%
masked-siamese-networks-for-label-efficient75.7%
190503670-
big-self-supervised-models-are-strong-semi66.3%
learning-to-classify-images-without-labels39.90%
pushing-the-limits-of-self-supervised-resnets58.1%
debiasing-calibrating-and-improving-semi68.6%
meta-co-training-two-views-are-better-than80.7%
unsupervised-feature-learning-via-non-1-
learning-customized-visual-models-with81.6%
synco-synthetic-hard-negatives-in-contrastive50.8%
190503670-
self-supervised-pretraining-of-visual57.5%
190503670-
simmatch-semi-supervised-learning-with67.2%