README
RP3D-DiagDS
Overview of RP3D-DiagDS. There are 39,026 cases (192,675 scans) across 7 human anatomy regions and 9 diverse modalities covering 930 ICD-10-CM codes.
About Dataset
There are totally 4 json files:
- RP3D_train.json: Data used for model training. This file is organized at case level (there may be more than one kind of modality and anatomy in a case. For more details, refer to the paper Large-scale Long-tailed Disease Diagnosis on Radiology.
- RP3D_test_json: Data used for model evaluation.
- disorder_label_dict.json: For disorder granularity. There are totally 5569 ( 5568 abnormal and 1 noraml) label. There disorders are sorted in descending order based on the corresponding case number for evaluation.
- icd10_label_dict.json: For ICD-10-CM granularity. There are totally 931 ( 930 abnormal and 1 noraml) label. There disorders are sorted in descending order based on the corresponding case number for evaluation.
Attention! In RP3D_{train/test}.json file. A 'url' key corresponds to a 'Case', and there maybe multiple 'samples' in a 'Case' under the 'Samples' key.
About Model Checkpoint
Please refer to RP3D-DiagModel
For more information about the code please refer to our instructions on github to download and use.
Similar repos
README
RP3D-DiagDS
Overview of RP3D-DiagDS. There are 39,026 cases (192,675 scans) across 7 human anatomy regions and 9 diverse modalities covering 930 ICD-10-CM codes.
About Dataset
There are totally 4 json files:
- RP3D_train.json: Data used for model training. This file is organized at case level (there may be more than one kind of modality and anatomy in a case. For more details, refer to the paper Large-scale Long-tailed Disease Diagnosis on Radiology.
- RP3D_test_json: Data used for model evaluation.
- disorder_label_dict.json: For disorder granularity. There are totally 5569 ( 5568 abnormal and 1 noraml) label. There disorders are sorted in descending order based on the corresponding case number for evaluation.
- icd10_label_dict.json: For ICD-10-CM granularity. There are totally 931 ( 930 abnormal and 1 noraml) label. There disorders are sorted in descending order based on the corresponding case number for evaluation.
Attention! In RP3D_{train/test}.json file. A 'url' key corresponds to a 'Case', and there maybe multiple 'samples' in a 'Case' under the 'Samples' key.
About Model Checkpoint
Please refer to RP3D-DiagModel
For more information about the code please refer to our instructions on github to download and use.