Medical

362 benchmarks • 268 tasks • 236 datasets • 5240 papers with code

Classification

Classification

3262 papers with code

Text Classification

1108 papers with code

Graph Classification

382 papers with code

Audio Classification

134 papers with code

Medical Image Classification

124 papers with code

See all 19 tasks

Language Modelling

Language Modelling

4576 papers with code

XLM-R

91 papers with code

Long-range modeling

48 papers with code

Protein Language Model

26 papers with code

Sentence Pair Modeling

6 papers with code

See all 7 tasks

Medical Image Segmentation

Medical Image Segmentation

767 papers with code

Lesion Segmentation

210 papers with code

Brain Tumor Segmentation

128 papers with code

Cell Segmentation

65 papers with code

Skin Lesion Segmentation

61 papers with code

See all 33 tasks

Electroencephalogram (EEG)

EEG

400 papers with code

Electroencephalogram (EEG)

336 papers with code

Eeg Decoding

15 papers with code

EEG Denoising

5 papers with code

Attention Score Prediction

2 papers with code

See all 8 tasks

Multi-Label Classification

Multi-Label Classification

377 papers with code

Missing Labels

41 papers with code

Extreme Multi-Label Classification

29 papers with code

Hierarchical Multi-label Classification

15 papers with code

Medical Code Prediction

15 papers with code

3D Face Modelling

Continuous Control

417 papers with code

3D Face Modelling

21 papers with code

Facial Recognition and Modelling

Conformal Prediction

151 papers with code

Text Simplification

119 papers with code

Music Source Separation

53 papers with code

Decision Making Under Uncertainty

45 papers with code

Audio Source Separation

44 papers with code

See all 9 tasks

Drug Discovery

Drug Discovery

385 papers with code

Drug Response Prediction

14 papers with code

Text-based de novo Molecule Generation

8 papers with code

EEG

EEG

400 papers with code

Information Extraction

Event Extraction

136 papers with code

Extractive Summarization

104 papers with code

Joint Entity and Relation Extraction

55 papers with code

Temporal Information Extraction

16 papers with code

Document-level Event Extraction

15 papers with code

See all 15 tasks

Property Prediction

Property Prediction

232 papers with code

2D Classification

Neural Network Compression

75 papers with code

Music Source Separation

53 papers with code

Cell Detection

46 papers with code

Plant Phenotyping

23 papers with code

open-set classification

14 papers with code

See all 18 tasks

Atomistic Description

Molecular Property Prediction

127 papers with code

Total Energy

36 papers with code

Formation Energy

29 papers with code

Atomic Forces

9 papers with code

3D Geometry Prediction

5 papers with code

See all 7 tasks

Medical Diagnosis

Medical Diagnosis

159 papers with code

Alzheimer's Disease Detection

17 papers with code

Retinal OCT Disease Classification

8 papers with code

Blood Cell Count

3 papers with code

Thoracic Disease Classification

2 papers with code

See all 6 tasks

Synthetic Data Generation

Synthetic Data Generation

181 papers with code

Electrocardiography (ECG)

Mortality Prediction

60 papers with code

ECG Classification

32 papers with code

Electrocardiography (ECG)

31 papers with code

Arrhythmia Detection

22 papers with code

Heart Rate Variability

16 papers with code

See all 14 tasks

Molecular Property Prediction

Molecular Property Prediction

127 papers with code

3D Geometry Prediction

5 papers with code

NMR J-coupling

1 papers with code

Odor Descriptor Prediction

1 papers with code

mixture property prediction

1 papers with code

Medical Image Classification

Medical Image Classification

124 papers with code

Semi-supervised Medical Image Classification

6 papers with code

Document Text Classification

Learning with noisy labels

122 papers with code

Multi-Label Classification Of Biomedical Texts

4 papers with code

Political Salient Issue Orientation Detection

1 papers with code

Brain Decoding

Brain Computer Interface

76 papers with code

Brain Decoding

25 papers with code

Skin

Skin Lesion Segmentation

61 papers with code

Skin Lesion Classification

36 papers with code

Skin Lesion Identification

2 papers with code

Skin

Brain Computer Interface

Motor Imagery

58 papers with code

ERP

17 papers with code

SSVEP

16 papers with code

Medical Image Registration

Medical Image Registration

77 papers with code

BIRL

6 papers with code

Diffeomorphic Medical Image Registration

6 papers with code

COVID-19 Diagnosis

COVID-19 Diagnosis

82 papers with code

3D Classification

3D Object Classification

43 papers with code

3D Classification

34 papers with code

Medical waveform analysis

Electrocardiography (ECG)

31 papers with code

Photoplethysmography (PPG)

24 papers with code

Electromyography (EMG)

15 papers with code

Medical waveform analysis

1 papers with code

Epidemiology

Epidemiology

70 papers with code

Cancer

Breast Cancer Detection

29 papers with code

Skin Cancer Classification

14 papers with code

Breast Cancer Histology Image Classification

9 papers with code

Lung Cancer Diagnosis

8 papers with code

Classification Of Breast Cancer Histology Images

5 papers with code

See all 11 tasks

Disease Prediction

Disease Prediction

53 papers with code

Retinal OCT Disease Classification

8 papers with code

Disease Trajectory Forecasting

4 papers with code

Mortality Prediction

Mortality Prediction

60 papers with code

ICU Mortality

5 papers with code

Photoplethysmography (PPG)

Heart rate estimation

24 papers with code

Photoplethysmography (PPG)

24 papers with code

Blood pressure estimation

7 papers with code

Photoplethysmography (PPG) heart rate estimation

7 papers with code

Photoplethysmography (PPG) beat detection

2 papers with code

Protein Structure Prediction

Protein Structure Prediction

49 papers with code

Protein Interface Prediction

4 papers with code

Protein complex prediction

Sleep Quality

Sleep Stage Detection

20 papers with code

Sleep Quality

9 papers with code

Spindle Detection

7 papers with code

Sleep apnea detection

6 papers with code

Sleep Micro-event detection

5 papers with code

See all 9 tasks

Protein Design

Protein Design

46 papers with code

Noise Estimation

Noise Estimation

44 papers with code

Retrosynthesis

Retrosynthesis

42 papers with code

Sleep Stage Detection

Sleep Staging

37 papers with code

Blood pressure estimation

ECG Classification

32 papers with code

Hypertension detection

2 papers with code

Medical Image Generation

Medical Image Generation

30 papers with code

Radiologist Binary Classification

1 papers with code

Medical Report Generation

Medical Report Generation

29 papers with code

Molecular Docking

Molecular Docking

24 papers with code

Blind Docking

4 papers with code

Seizure Detection

Seizure Detection

28 papers with code

Biomedical Information Retrieval

PICO

25 papers with code

SpO2 estimation

2 papers with code

Iris Recognition

Iris Recognition

21 papers with code

Pupil Dilation

5 papers with code

Protein Function Prediction

Protein Function Prediction

24 papers with code

Antibody-antigen binding prediction

2 papers with code

ECG Classification

Photoplethysmography (PPG)

24 papers with code

Electromyography (EMG)

Electromyography (EMG)

15 papers with code

EMG Gesture Recognition

6 papers with code

ALS Detection

1 papers with code

EMG Signal Prediction

1 papers with code

Medial knee JRF Prediction

See all 6 tasks

Length-of-Stay prediction

Length-of-Stay prediction

20 papers with code

Remaining Length of Stay

2 papers with code

Tomography

Quantum State Tomography

11 papers with code

Electron Tomography

10 papers with code

Tomographic Reconstructions

Tomography

Histopathological Image Classification

Histopathological Image Classification

21 papers with code

Multiple Sequence Alignment

Multiple Sequence Alignment

18 papers with code

Pneumonia Detection

Pneumonia Detection

18 papers with code

Single-step retrosynthesis

Single-step retrosynthesis

18 papers with code

de novo peptide sequencing

de novo peptide sequencing

17 papers with code

Diabetic Retinopathy Grading

Diabetic Retinopathy Grading

16 papers with code

Atrial Fibrillation

Atrial Fibrillation Detection

15 papers with code

Atrial Fibrillation

Atrial Fibrillation Recurrence Estimation

3D Medical Imaging Segmentation

Pancreas Segmentation

15 papers with code

Eeg Decoding

Eeg Decoding

15 papers with code

Medical Code Prediction

Medical Code Prediction

15 papers with code

Diabetic Retinopathy Detection

Diabetic Retinopathy Detection

14 papers with code

Acoustic echo cancellation

Acoustic echo cancellation

13 papers with code

Automatic Sleep Stage Classification

Automatic Sleep Stage Classification

13 papers with code

Protein Secondary Structure Prediction

Protein Secondary Structure Prediction

13 papers with code

Computational Phenotyping

Computational Phenotyping

6 papers with code

Patient Phenotyping

6 papers with code

3D Molecule Generation

3D Molecule Generation

12 papers with code

Metal Artifact Reduction

Metal Artifact Reduction

12 papers with code

Mitosis Detection

Mitosis Detection

12 papers with code

Molecule Captioning

Molecule Captioning

12 papers with code

Skull Stripping

Skull Stripping

12 papers with code

X-Ray

Low-Dose X-Ray Ct Reconstruction

8 papers with code

Medical X-Ray Image Segmentation

2 papers with code

Bone Suppression From Dual Energy Chest X-Rays

1 papers with code

Cbct Artifact Reduction

Finding Pulmonary Nodules In Large-Scale Ct Images

See all 8 tasks

Clinical Concept Extraction

Clinical Concept Extraction

9 papers with code

Clinical Information Retreival

2 papers with code

Lung Nodule Detection

Lung Nodule Detection

9 papers with code

Lung Nodule 3D Detection

1 papers with code

Multi-tissue Nucleus Segmentation

Multi-tissue Nucleus Segmentation

10 papers with code

Readmission Prediction

Readmission Prediction

10 papers with code

Lung Nodule Classification

Lung Nodule Classification

8 papers with code

Lung Nodule 3D Classification

1 papers with code

Breast Tumour Classification

Breast Tumour Classification

9 papers with code

Medical Relation Extraction

Medical Relation Extraction

9 papers with code

Respiratory Failure

Respiratory Failure

8 papers with code

Seizure prediction

Seizure prediction

8 papers with code

Text-based de novo Molecule Generation

Text-based de novo Molecule Generation

8 papers with code

Tumour Classification

Tumour Classification

8 papers with code

Patient Outcomes

Predicting Patient Outcomes

6 papers with code

Outcome Prediction In Multimodal Mri

1 papers with code

Patient Outcomes

Chemical Reaction Prediction

Chemical Reaction Prediction

7 papers with code

Colorectal Gland Segmentation:

Colorectal Gland Segmentation:

7 papers with code

Diabetes Prediction

Diabetes Prediction

7 papers with code

Acne Severity Grading

Acne Severity Grading

6 papers with code

EMG Gesture Recognition

EMG Gesture Recognition

6 papers with code

Lung Disease Classification

Lung Disease Classification

6 papers with code

MRI Reconstruction

Magnetic Resonance Fingerprinting

6 papers with code

Magnetic Resonance Fingerprinting

Magnetic Resonance Fingerprinting

6 papers with code

Physiological Computing

Physiological Computing

6 papers with code

Signal Processing

Physiological Computing

6 papers with code

Landmark Tracking

Landmark Tracking

4 papers with code

Muscle Tendon Junction Identification

1 papers with code

Brain Morphometry

Brain Morphometry

5 papers with code

Kidney Function

Kidney Function

5 papers with code

Surgical Gesture Recognition

Surgical Gesture Recognition

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

Medical Genetics

Medical Genetics

3 papers with code

Genetic Risk Prediction

1 papers with code

Blood Cell Detection

Blood Cell Detection

4 papers with code

Multi-Label Classification Of Biomedical Texts

Multi-Label Classification Of Biomedical Texts

4 papers with code

Phenotype classification

Phenotype classification

4 papers with code

Transcription Factor Binding Site Prediction

Transcription Factor Binding Site Prediction

1 papers with code

Transcription Factor Binding Site Prediction (Human)

1 papers with code

Transcription Factor Binding Site Prediction (Mouse)

1 papers with code

Within-Session Motor Imagery

Within-Session Motor Imagery (all classes)

1 papers with code

Within-Session Motor Imagery (left hand vs. right hand)

1 papers with code

Within-Session Motor Imagery (right hand vs. feet)

1 papers with code

DNA analysis

DNA analysis

3 papers with code

Epilepsy Prediction

Epilepsy Prediction

3 papers with code

Forward reaction prediction

Forward reaction prediction

3 papers with code

Genome Understanding

Genome Understanding

3 papers with code

Immune Repertoire Classification

Immune Repertoire Classification

3 papers with code

Medical Procedure

Medical Procedure

3 papers with code

Optic Cup Segmentation

Optic Cup Segmentation

3 papers with code

Pain Intensity Regression

Pain Intensity Regression

3 papers with code

Participant Intervention Comparison Outcome Extraction

Participant Intervention Comparison Outcome Extraction

3 papers with code

Protein-Ligand Affinity Prediction

MHC presentation prediction

3 papers with code

Pulmonary Embolism Detection

Pulmonary Embolism Detection

3 papers with code

Reagent Prediction

Reagent Prediction

3 papers with code

Single-cell modeling

Single-cell modeling

3 papers with code

Splice Site Prediction

Splice Site Prediction

3 papers with code

Image Denoising

intensity image denoising

1 papers with code

lifetime image denoising

1 papers with code

Anxiety Detection

Anxiety Detection

2 papers with code

Chemical Entity Recognition

Chemical Entity Recognition

2 papers with code

Chemical-Protein Interaction Extraction

Chemical-Protein Interaction Extraction

2 papers with code

Circulatory Failure

Circulatory Failure

2 papers with code

Diabetic Foot Ulcer Detection

Diabetic Foot Ulcer Detection

2 papers with code

Fovea Detection

Fovea Detection

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

Bladder Segmentation

Bladder Segmentation

1 papers with code

Breast Tissue Identification

Breast Tissue Identification

1 papers with code

Cancer Metastasis Detection

Cancer Metastasis Detection

1 papers with code

Catalytic activity prediction

Catalytic activity prediction

1 papers with code

Cervical cancer biopsy identification

Cervical cancer biopsy identification

1 papers with code

Chemical-Disease Interaction Extraction

Chemical-Disease Interaction Extraction

1 papers with code

Core Promoter Detection

Core Promoter Detection

1 papers with code

Covid Variant Prediction

Covid Variant Prediction

1 papers with code

Domain/Motif Prediction

Domain/Motif Prediction

1 papers with code

ECG Patient Identification

ECG Patient Identification (gallery-probe)

1 papers with code

ERP

Within-Session ERP

1 papers with code

Epigenetic Marks Prediction

Epigenetic Marks Prediction

1 papers with code

Functional Description Generation

Functional Description Generation

1 papers with code

Knee Osteoarthritis Prediction

Knee Osteoarthritis Prediction

1 papers with code

Medical Super-Resolution

Medical Super-Resolution

1 papers with code

Molecule Interpretation

Molecule Interpretation

1 papers with code

MonkeyPox Diagnosis

MonkeyPox Diagnosis

1 papers with code

Optic Disc Detection

Optic Disc Detection

1 papers with code

Population Assignment

Population Assignment

1 papers with code

Promoter Detection

Promoter Detection

1 papers with code

Pulse wave simulation

Pulse wave simulation

1 papers with code

RNA 3D STRUCTURE PREDICTION

RNA 3D STRUCTURE PREDICTION

1 papers with code

Respiratory Rate Estimation

Respiratory Rate Estimation

1 papers with code

SSVEP

Within-Session SSVEP

1 papers with code

Sequential Diagnosis

Sequential Diagnosis

1 papers with code

White Matter Fiber Tractography

White Matter Fiber Tractography

1 papers with code

X-ray Visual Question Answering

X-ray Visual Question Answering

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

Malaria Risk Exposure Prediction

Malaria Risk Exposure Prediction

Molecular Dynamics

Molecular Dynamics

Motion Correction In Multishot Mri

Motion Correction In Multishot Mri

Motor Imagery

Within-Session Motor Imagery

Multi Diseases Detection

Multi Diseases Detection

Muscular Movement Recognition

Muscular Movement Recognition

Optic Cup Detection

Optic Cup Detection

Photoplethysmogram simulation

Photoplethysmogram simulation