HyperAI超神经

Domain Adaptation On Office 31

评估指标

Average 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Average Accuracy
supervised-domain-adaptation-were-we-doing81.63
open-set-domain-adaptation-theoretical-bound85.4
confidence-regularized-self-training86.8
unsupervised-domain-adaption-harnessing94.4
discriminative-adversarial-domain-adaptation89
generate-to-adapt-aligning-domains-using86.5
patch-mix-transformer-for-unsupervised-domain95.3
correlation-aware-adversarial-domain78.3
cluster-alignment-with-a-teacher-for80.1
looking-back-at-labels-a-class-based-domain78.5
do-we-really-need-to-access-the-source-data88.6
cdtrans-cross-domain-transformer-for92.6
fixbi-bridging-domain-spaces-for-unsupervised91.4
backprop-induced-feature-weighting-for90.5
sf-da-2-source-free-domain-adaptation-through89.9
19051074873.5
looking-back-at-labels-a-class-based-domain78.5
d-sne-domain-adaptation-using-stochastic90.01
free-lunch-for-domain-adversarial-training-190.4
deep-residual-learning-for-image-recognition76.1
modified-distribution-alignment-for-domain89.8
supervised-domain-adaptation-were-we-doing82.77
safe-self-refinement-for-transformer-based93.5
unsupervised-domain-adaptation-via-structured89.6
reusing-the-task-specific-classifier-as-a90.4
contrastive-adaptation-network-for90.6
contrastive-vicinal-space-for-unsupervised91.8
multi-adversarial-domain-adaptation85.2
global-local-regularization-via87.8
supervised-domain-adaptation-were-we-doing82.17
source-free-domain-adaptation-via-avatar89.9
dual-adversarial-domain-adaptation88
bridging-adversarial-and-statistical-domain90.0
attending-to-discriminative-certainty-for-189.5
unsupervised-domain-adaptation-an-adaptive87.1
transfer-learning-with-dynamic-distribution85.7
feature-fusion-transferability-aware96.0
curriculum-based-dropout-discriminator-for79.5
gradual-source-domain-expansion-for91.7
entropy-minimization-vs-diversity89.2