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SOTA
图像分类
Image Classification On Stl 10
Image Classification On Stl 10
评估指标
Percentage correct
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
Percentage correct
Paper Title
Repository
µ2Net+ (ViT-L/16)
99.64
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems
kNN-CLIP
99.6
Revisiting a kNN-based Image Classification System with High-capacity Storage
-
Wide-ResNet-101 (Spinal FC)
98.66
SpinalNet: Deep Neural Network with Gradual Input
CN(d=128)
98.45
Toward Understanding Supervised Representation Learning with RKHS and GAN
-
NSRL+CN(d=128)
98.36
Toward Understanding Supervised Representation Learning with RKHS and GAN
-
CN(d=64)
98.36
Toward Understanding Supervised Representation Learning with RKHS and GAN
-
NSRL+CN(d=32)
98.34
Toward Understanding Supervised Representation Learning with RKHS and GAN
-
NSRL+CN(d=64)
98.24
Toward Understanding Supervised Representation Learning with RKHS and GAN
-
CN(d=32)
98.17
Toward Understanding Supervised Representation Learning with RKHS and GAN
-
NAT-M4
97.9
Neural Architecture Transfer
NAT-M3
97.8
Neural Architecture Transfer
SEER (RegNet10B)
97.3
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision
NAT-M2
97.2
Neural Architecture Transfer
iGPT-L
97.1
Generative Pretraining from Pixels
-
NAT-M1
96.7
Neural Architecture Transfer
EnAET
95.48
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations
VGG-19bn
95.44
SpinalNet: Deep Neural Network with Gradual Input
Diffusion Classifier (zero-shot)
95.4
Your Diffusion Model is Secretly a Zero-Shot Classifier
FixMatch (CTA)
94.83
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence
-
ReMixMatch
94.77
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence
-
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