Medical

226 benchmarks • 182 tasks • 133 datasets • 2432 papers with code

Image Classification

Image Classification

1450 papers with code

Few-Shot Image Classification

78 papers with code

Fine-Grained Image Classification

63 papers with code

Semi-Supervised Image Classification

58 papers with code

Small Data Image Classification

44 papers with code

See all 19 tasks

Medical Image Segmentation

Medical Image Segmentation

158 papers with code

Lesion Segmentation

81 papers with code

Brain Tumor Segmentation

47 papers with code

Brain Segmentation

31 papers with code

Cell Segmentation

23 papers with code

See all 29 tasks

Drug Discovery

Drug Discovery

116 papers with code

Electrocardiography (ECG)

Mortality Prediction

26 papers with code

Electrocardiography (ECG)

20 papers with code

Arrhythmia Detection

11 papers with code

ECG Classification

10 papers with code

Heart Rate Variability

5 papers with code

See all 11 tasks

Medical Diagnosis

Medical Diagnosis

46 papers with code

Retinal OCT Disease Classification

7 papers with code

Blood Cell Count

2 papers with code

Thoracic Disease Classification

2 papers with code

CBC TEST

1 papers with code

COVID-19 Diagnosis

COVID-19 Diagnosis

48 papers with code

Cancer

Breast Cancer Detection

13 papers with code

Skin Cancer Classification

10 papers with code

Lung Cancer Diagnosis

5 papers with code

Breast Cancer Histology Image Classification

4 papers with code

Classification Of Breast Cancer Histology Images

3 papers with code

See all 10 tasks

Synthetic Data Generation

Synthetic Data Generation

34 papers with code

Medical Image Registration

Medical Image Registration

21 papers with code

BIRL

5 papers with code

Diffeomorphic Medical Image Registration

5 papers with code

Disease Prediction

Disease Prediction

22 papers with code

Retinal OCT Disease Classification

7 papers with code

Disease Trajectory Forecasting

1 papers with code

Mortality Prediction

Mortality Prediction

26 papers with code

Epidemiology

Epidemiology

23 papers with code

Sleep Quality

Sleep Stage Detection

10 papers with code

Spindle Detection

4 papers with code

K-complex detection

3 papers with code

Sleep Micro-event detection

3 papers with code

Multimodal Sleep Stage Detection

2 papers with code

See all 9 tasks

Medical Image Generation

Medical Image Generation

12 papers with code

Radiologist Binary Classification

1 papers with code

Photoplethysmography (PPG)

Heart rate estimation

6 papers with code

Photoplethysmography (PPG)

4 papers with code

Blood pressure estimation

2 papers with code

Histopathological Image Classification

Histopathological Image Classification

12 papers with code

Length-of-Stay prediction

Length-of-Stay prediction

12 papers with code

noise estimation

noise estimation

11 papers with code

Skin

Skin Lesion Classification

9 papers with code

Skin Lesion Identification

1 papers with code

Skin

Protein Secondary Structure Prediction

Protein Secondary Structure Prediction

9 papers with code

Electromyography (EMG)

Electromyography (EMG)

6 papers with code

ALS Detection

1 papers with code

EMG Signal Prediction

1 papers with code

Medial knee JRF Prediction

Muscle Force Prediction

Tomography

Quantum State Tomography

6 papers with code

Electron Tomography

2 papers with code

Tomographic Reconstructions

Tomography

3D Medical Imaging Segmentation

Pancreas Segmentation

8 papers with code

Breast Tumour Classification

Breast Tumour Classification

8 papers with code

Diabetic Retinopathy Detection

Diabetic Retinopathy Detection

8 papers with code

Multi-tissue Nucleus Segmentation

Multi-tissue Nucleus Segmentation

8 papers with code

Pneumonia Detection

Pneumonia Detection

8 papers with code

Seizure Detection

Seizure Detection

8 papers with code

Clinical Concept Extraction

Clinical Concept Extraction

7 papers with code

Skull Stripping

Skull Stripping

7 papers with code

Patient Outcomes

Predicting Patient Outcomes

5 papers with code

Outcome Prediction In Multimodal Mri

1 papers with code

Patient Outcomes

Colorectal Gland Segmentation:

Colorectal Gland Segmentation:

6 papers with code

Computational Phenotyping

Computational Phenotyping

6 papers with code

Lung Nodule Classification

Lung Nodule Classification

6 papers with code

Medical Relation Extraction

Medical Relation Extraction

6 papers with code

Multiple Sequence Alignment

Multiple Sequence Alignment

6 papers with code

Automatic Sleep Stage Classification

Automatic Sleep Stage Classification

5 papers with code

Mitosis Detection

Mitosis Detection

5 papers with code

Mammogram

Whole Mammogram Classification

2 papers with code

Breast Mass Segmentation In Whole Mammograms

1 papers with code

Mass Segmentation From Mammograms

1 papers with code

Mammogram

ECG Classification

Photoplethysmography (PPG)

4 papers with code

Eeg Decoding

Eeg Decoding

4 papers with code

Lung Disease Classification

Lung Disease Classification

4 papers with code

Lung Nodule Detection

Lung Nodule Detection

4 papers with code

Magnetic Resonance Fingerprinting

Magnetic Resonance Fingerprinting

4 papers with code

Metal Artifact Reduction

Metal Artifact Reduction

4 papers with code

Pain Intensity Regression

Pain Intensity Regression

4 papers with code

Seizure prediction

Seizure prediction

4 papers with code

Diabetic Retinopathy Grading

Diabetic Retinopathy Grading

3 papers with code

Medical Report Generation

Medical Report Generation

3 papers with code

Multi-Label Classification Of Biomedical Texts

Multi-Label Classification Of Biomedical Texts

3 papers with code

Readmission Prediction

Readmission Prediction

3 papers with code

X-Ray

Low-Dose X-Ray Ct Reconstruction

1 papers with code

Medical X-Ray Image Segmentation

1 papers with code

Bone Suppression From Dual Energy Chest X-Rays

Cbct Artifact Reduction

Finding Pulmonary Nodules In Large-Scale Ct Images

See all 8 tasks

Atrial Fibrillation

Atrial Fibrillation Detection

2 papers with code

Atrial Fibrillation

Atrial Fibrillation Recurrence Estimation

Diabetic Foot Ulcer Detection

Diabetic Foot Ulcer Detection

2 papers with code

Epilepsy Prediction

Epilepsy Prediction

2 papers with code

Immune Repertoire Classification

Immune Repertoire Classification

2 papers with code

Participant Intervention Comparison Outcome Extraction

Participant Intervention Comparison Outcome Extraction

2 papers with code

Protein Function Prediction

Protein Function Prediction

2 papers with code

Surgical Gesture Recognition

Surgical Gesture Recognition

2 papers with code

Surgical Skills Evaluation

Surgical Skills Evaluation

2 papers with code

Ultrasound

Ultrasound

1 papers with code

Brain Ventricle Localization And Segmentation In 3D Ultrasound Images

Automated Pulmonary Nodule Detection And Classification

Pulmonary Nodules Classification

1 papers with code

Breast Tissue Identification

Breast Tissue Identification

1 papers with code

Cancer Metastasis Detection

Cancer Metastasis Detection

1 papers with code

Cervical cancer biopsy identification

Cervical cancer biopsy identification

1 papers with code

Chemical Reaction Prediction

Chemical Reaction Prediction

1 papers with code

Diabetes Prediction

Diabetes Prediction

1 papers with code

Knee Osteoarthritis Prediction

Knee Osteoarthritis Prediction

1 papers with code

Medical Code Prediction

Medical Code Prediction

1 papers with code

Medical Procedure

Medical Procedure

1 papers with code

Medical Super-Resolution

Medical Super-Resolution

1 papers with code

Molecule Interpretation

Molecule Interpretation

1 papers with code

Population Assignment

Population Assignment

1 papers with code

Pulmonary Embolism Detection

Pulmonary Embolism Detection

1 papers with code

Pulse wave simulation

Pulse wave simulation

1 papers with code

Single-cell modeling

Single-cell modeling

1 papers with code

White Matter Fiber Tractography

White Matter Fiber Tractography

1 papers with code

breast density classification

breast density classification

1 papers with code

Age-Related Macular Degeneration Classification

Age-Related Macular Degeneration Classification

Ecg Risk Stratification

Ecg Risk Stratification

Fovea Detection

Fovea Detection

Malaria Risk Exposure Prediction

Malaria Risk Exposure Prediction

Molecular Dynamics

Molecular Dynamics

Motion Correction In Multishot Mri

Motion Correction In Multishot Mri

Multi Diseases Detection

Multi Diseases Detection

Muscular Movement Recognition

Muscular Movement Recognition

Optic Cup Detection

Optic Cup Detection

Optic Cup Segmentation

Optic Cup Segmentation

Optic Disc Detection

Optic Disc Detection

Photoplethysmogram simulation

Photoplethysmogram simulation

Sequential Diagnosis

Sequential Diagnosis