HyperAI超神経

ホームニュース最新論文チュートリアルデータセット百科事典 SOTA LLMモデル GPU ランキング学会

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日本語

HyperAI超神経

Retinal Oct Disease Classification On Oct2017

評価指標

Acc

Sensitivity

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名	Acc	Sensitivity	Paper Title	Repository
InceptionV3 (limited)	93.4	96.6	Rethinking the Inception Architecture for Computer Vision
InceptionV3	96.6	97.8	Rethinking the Inception Architecture for Computer Vision
MobileNet-v2	99.4	99.4	Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images
Xception	99.7	99.7	Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images
WideResNet-50-2 (EMA-decay=0.999)	99.69	-	Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few Labels
MobileNet-v2	98.5	99.4	MobileNetV2: Inverted Residuals and Linear Bottlenecks
Joint-Attention-Network OpticNet-71	77.4	-	Improving Robustness using Joint Attention Network For Detecting Retinal Degeneration From Optical Coherence Tomography Images
ResNet50-v1	99.3	99.3	Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images
Joint-Attention-Network MobileNet-v2	95.6	-	Improving Robustness using Joint Attention Network For Detecting Retinal Degeneration From Optical Coherence Tomography Images
OpticNet-71	99.8	99.8	Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images
ResNet50-v1	99.3	99.3	Deep Residual Learning for Image Recognition
InceptionV3 (limited)	93.4	96.6	Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images
Xception	-	99.7	Xception: Deep Learning With Depthwise Separable Convolutions
InceptionV3	96.6	97.8	Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images
Joint-Attention-Network ResNet50-v1	92.4	-	Improving Robustness using Joint Attention Network For Detecting Retinal Degeneration From Optical Coherence Tomography Images

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