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Overview of the Repository

• Infrastructure
  • GPU Training
  • Docker
  • Remote Access (Jupyter & Tensorboard)
• Dataset
  • Data Sets
• Preprocessing
  • Preprocessing
  • Uncertainty Encoding
• Advanced Architectures
  • Ensemble
  • Chexpert Leader JF Healthcare
  • Visualizing Predictions
• Demo Application
  • Demo Application
• Conclusion
  • Final Results
  • Challenges & Learnings
  • Future Work

Meeting Notes

• Meeting 07.04.20
• Meeting 17.04.20
• Meeting 30.04.20
• Meeting 14.05.20
• Meeting 28.05.20
• Meeting 15.06.20
• Meeting 22.07.20
• Meeting 20.08.20
• Meeting 28.08.20

Experiment Logging

Since model evaluations are generated automatically it is important that the "Experiment Logging" remains the at the end of this page [Experiment Logging Documentation](Experiment Logging)

Models

• InceptionV3_Chexpert_BCE_E10_B128
• ResNet152V2_Chexpert_BCE_E10_B8
• DenseNet121_Chexpert_BCE_E10_B128
• Guendel19_Chexpert_CWBCE_E20_B32
• DenseNet121_Chexpert_CWBCE_E20_B32
• DenseNet121_Chexpert_BCE_E20_B32
• DenseNet121_Chexpert_WBCE_E20_B32
• DenseNet121_Chexpert_WBCE_E20_B32_C1
• InceptionV3_Chexpert_BCE_E30_B32_C0
• InceptionV3_Chexpert_WBCE_E30_B32_C0
• InceptionV3_Chexpert_CWBCE_E30_B32_C0
• InceptionV3_Chexpert_WBCE_E20_B32_C1
• InceptionV3_Chexpert_CWBCE_E20_B32_C1
• ResNet152V2_Chexpert_BCE_E30_B32_C0
• InceptionV3_Chexpert_CWBCE_E10_B32_C1_N13
• InceptionV3_Chexpert_WBCE_E10_B32_C1_N13
• DenseNet121_Chexpert_CWBCE_E10_B32_C1_N13
• DenseNet121_Chexpert_BCE_E5_B32_C1_N5
• pretrained_DN_dependency
• DenseNet121_Chexpert_BCE_E5_B32_C1_N5_CTCOMP
• InceptionV3_Chexpert_CWBCE_E10_B32_C1_N14_Masked_NoNan
• InceptionV3_Chexpert_WBCE_E10_B32_C1_N12
• DenseNet121_Chexpert_CWBCE_E10_B32_C1_N14_Masked_NoNan
• InceptionV3_Chexpert_CWBCE_E10_B32_C1_N12
• DenseNet121_Chexpert_WBCE_E10_B32_C1_N12
• DenseNet121_Chexpert_BCE_E3_B32_C1_N12
• DenseNet121_Chexpert_CWBCE_E5_B32_C0_N12_D256_Masked_NoFinding
• DenseNet121_Chexpert_CWBCE_E9_B32_C0_N12_D320_Masked_NoFinding
• DenseNet121_Chexpert_BCE_E5_B32_C0_N12_D256_DS9010_LR4
• DenseNet121_Chexpert_BCE_E5_B32_C0_N5_D256_DS9010_LR4_Failed
• DenseNet121_Chexpert_BCE_E5_B32_C0_N5D256_DS100_LR4
• DenseNet121_Chexpert_BCE_E5_B32_C0_N5AugAf_D256_DS9010_LR4_ValAug
• DenseNet121_Chexpert_BCE_E5_B32_C0_N12_D256_DS9505_LR4_Failed_2
• DenseNet121_Chexpert_BCE_E5_B32_C0_N5_D256_DS9505_LR4
• DenseNet121_Chexpert_BCE_E5_B52_C0_N5_D256_DS9505_LR4
• DenseNet121_Chexpert_BCE_E4_B52_C0_N12_D256_DS9505_LR2_SGD
• DenseNet121_Chexpert_BCE_E4_B52_C0_N12_D256_DS9505_LR1_SGD
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_D256_DS9505_2LR4_LF5
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_D256_DS9505_2LR4
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_D256_DS9505_2LR1_LF5_SGD
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_D256_DS9505_1LR1_SGD
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_Uones_D256_DS9505_2LR1_LF5_SGD_1
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_Uones_D256_DS9505_2LR1_LF5_SGD_Upsampled_1
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_AugAffine_Uones_D256_DS9505_2LR1_LF5_SGD_Upsampled_1
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_AugAffine_U66_D256_DS9505_2LR1_LF5_SGD_Upsampled_1
• DenseNet121_Chexpert_WBCE_E3_B32_C0_N12_AugAffine_U75_D256_DS9505_2LR1_LF5_SGD_Upsampled
• DenseNet121_Chexpert_BCE_E3_B32_C0_N12_AugAffine_U75_D256_DS9505_2LR1_LF5_SGD_Upsampled
• DenseNet121_Chexpert_WBCE_E3_B32_C0_N12_AugAffine_U75_D256_DS9505_1LR1_LF5_SGD_Upsampled
• DenseNet121_Chexpert_CWBCE_E3_B32_C0_N12_AugAffine_U75_D256_DS9505_1LR1_LF5_SGD_Upsampled
• DenseNet121_Chexpert_CWBCE_L1Normed_E3_B32_C0_N12_AugAffine_U75_D256_DS9505_1LR1_LF5_SGD_Upsampled
• DenseNet121_Chexpert_CWBCE_L1Normed_E3_B32_C0_N12_AugAffine_U75_D256_DS9505_5LR1_LF1_SGD_Upsampled
• DenseNet121_Chexpert_CWBCE_L1Normed_E3_B32_C0_N12_AugAffine_U75_D256_DS9505_2LR4_LF5_Adam_Upsampled