Browse State-of-the-Art
Datasets
Methods
More
Newsletter
RC2022
About
Trends
Portals
Libraries
Sign In
Subscribe to the PwC Newsletter
×
Stay informed on the latest trending ML papers with code, research developments, libraries, methods, and datasets.
Read previous issues
Join the community
×
You need to
log in
to edit.
You can
create a new account
if you don't have one.
Or, discuss a change on
Slack
.
Browse SoTA
> Medical
Medical
343 benchmarks • 252 tasks • 213 datasets • 4397 papers with code
Classification
Classification
325 benchmarks
3036 papers with code
Text Classification
217 benchmarks
1032 papers with code
Graph Classification
64 benchmarks
355 papers with code
Medical Image Classification
4 benchmarks
104 papers with code
Plant Phenotyping
21 papers with code
See all 17 tasks
Language Modelling
Language Modelling
58 benchmarks
3606 papers with code
XLM-R
83 papers with code
Long-range modeling
2 benchmarks
33 papers with code
Protein Language Model
1 benchmark
20 papers with code
Sentence Pair Modeling
7 benchmarks
6 papers with code
See all 7 tasks
Medical Image Segmentation
Medical Image Segmentation
115 benchmarks
657 papers with code
Lesion Segmentation
10 benchmarks
191 papers with code
Brain Tumor Segmentation
9 benchmarks
115 papers with code
Cell Segmentation
8 benchmarks
61 papers with code
Brain Segmentation
1 benchmark
59 papers with code
See all 33 tasks
3D Face Modelling
Continuous Control
76 benchmarks
382 papers with code
3D Face Modelling
307 benchmarks
20 papers with code
Facial Recognition and Modelling
Multi-Label Classification
Multi-Label Classification
33 benchmarks
345 papers with code
Extreme Multi-Label Classification
26 papers with code
Medical Code Prediction
7 benchmarks
15 papers with code
Hierarchical Multi-label Classification
16 benchmarks
11 papers with code
Electroencephalogram (EEG)
Electroencephalogram (EEG)
9 benchmarks
321 papers with code
Eeg Decoding
1 benchmark
14 papers with code
EEG Denoising
3 papers with code
Attention Score Prediction
1 benchmark
2 papers with code
Semanticity prediction
2 benchmarks
2 papers with code
See all 7 tasks
Drug Discovery
Drug Discovery
32 benchmarks
319 papers with code
Drug Response Prediction
1 benchmark
12 papers with code
Text-based de novo Molecule Generation
1 benchmark
5 papers with code
Information Extraction
Event Extraction
12 benchmarks
121 papers with code
Extractive Summarization
99 papers with code
Joint Entity and Relation Extraction
15 benchmarks
51 papers with code
Low Resource Named Entity Recognition
3 benchmarks
15 papers with code
Temporal Information Extraction
10 benchmarks
15 papers with code
See all 14 tasks
Conformal Prediction
110 papers with code
Music Source Separation
3 benchmarks
51 papers with code
Audio Source Separation
6 benchmarks
44 papers with code
Decision Making Under Uncertainty
39 papers with code
Robust Speech Recognition
21 papers with code
See all 9 tasks
2D Classification
Neural Network Compression
1 benchmark
70 papers with code
Music Source Separation
3 benchmarks
51 papers with code
Cell Detection
4 benchmarks
43 papers with code
Plant Phenotyping
21 papers with code
Anomaly Classification
8 papers with code
See all 14 tasks
Property Prediction
Property Prediction
191 papers with code
Cross-Modal Information Retrieval
Cross-Modal Retrieval
14 benchmarks
165 papers with code
Medical Report Generation
1 benchmark
22 papers with code
Atomistic Description
Molecular Property Prediction
22 benchmarks
106 papers with code
Total Energy
33 papers with code
Formation Energy
14 benchmarks
27 papers with code
Atomic Forces
7 papers with code
3D Geometry Prediction
2 benchmarks
5 papers with code
See all 7 tasks
Medical Diagnosis
Medical Diagnosis
5 benchmarks
138 papers with code
Alzheimer's Disease Detection
15 papers with code
Retinal OCT Disease Classification
2 benchmarks
8 papers with code
Blood Cell Count
3 papers with code
CBC TEST
1 papers with code
See all 6 tasks
Electrocardiography (ECG)
Mortality Prediction
3 benchmarks
56 papers with code
ECG Classification
20 benchmarks
30 papers with code
Electrocardiography (ECG)
39 benchmarks
30 papers with code
Arrhythmia Detection
5 benchmarks
20 papers with code
Heart Rate Variability
14 papers with code
See all 14 tasks
Synthetic Data Generation
Synthetic Data Generation
1 benchmark
150 papers with code
Molecular Property Prediction
Molecular Property Prediction
22 benchmarks
106 papers with code
3D Geometry Prediction
2 benchmarks
5 papers with code
NMR J-coupling
1 benchmark
1 papers with code
Odor Descriptor Prediction
1 benchmark
1 papers with code
Document Text Classification
Learning with noisy labels
18 benchmarks
106 papers with code
Multi-Label Classification Of Biomedical Texts
1 benchmark
4 papers with code
Political Salient Issue Orientation Detection
1 benchmark
1 papers with code
Medical Image Classification
Medical Image Classification
4 benchmarks
104 papers with code
Semi-supervised Medical Image Classification
1 benchmark
6 papers with code
Skin
Skin Lesion Segmentation
2 benchmarks
56 papers with code
Skin Lesion Classification
1 benchmark
34 papers with code
Skin Lesion Identification
2 papers with code
Skin
Medical Image Registration
Medical Image Registration
7 benchmarks
66 papers with code
BIRL
1 benchmark
6 papers with code
Diffeomorphic Medical Image Registration
3 benchmarks
6 papers with code
COVID-19 Diagnosis
COVID-19 Diagnosis
7 benchmarks
78 papers with code
3D Classification
3D Object Classification
3 benchmarks
36 papers with code
3D Classification
3 benchmarks
31 papers with code
Epidemiology
Epidemiology
66 papers with code
Medical waveform analysis
Electrocardiography (ECG)
39 benchmarks
30 papers with code
Photoplethysmography (PPG)
25 benchmarks
17 papers with code
Electromyography (EMG)
4 benchmarks
14 papers with code
Medical waveform analysis
59 benchmarks
1 papers with code
Mortality Prediction
Mortality Prediction
3 benchmarks
56 papers with code
ICU Mortality
1 benchmark
5 papers with code
Disease Prediction
Disease Prediction
3 benchmarks
47 papers with code
Retinal OCT Disease Classification
2 benchmarks
8 papers with code
Disease Trajectory Forecasting
1 benchmark
4 papers with code
Cancer
Breast Cancer Detection
3 benchmarks
25 papers with code
Skin Cancer Classification
1 benchmark
13 papers with code
Breast Cancer Histology Image Classification
5 benchmarks
8 papers with code
Lung Cancer Diagnosis
7 papers with code
Classification Of Breast Cancer Histology Images
4 papers with code
See all 11 tasks
Photoplethysmography (PPG)
Heart rate estimation
5 benchmarks
21 papers with code
Photoplethysmography (PPG)
25 benchmarks
17 papers with code
Photoplethysmography (PPG) heart rate estimation
3 benchmarks
7 papers with code
Blood pressure estimation
19 benchmarks
6 papers with code
Photoplethysmography (PPG) beat detection
1 benchmark
2 papers with code
Protein Structure Prediction
Protein Structure Prediction
4 benchmarks
44 papers with code
Protein Interface Prediction
4 papers with code
Protein complex prediction
Sleep Quality
Sleep Stage Detection
17 benchmarks
18 papers with code
Sleep Quality
31 benchmarks
9 papers with code
Spindle Detection
4 benchmarks
7 papers with code
Sleep apnea detection
2 benchmarks
6 papers with code
Sleep Micro-event detection
5 papers with code
See all 9 tasks
Noise Estimation
Noise Estimation
1 benchmark
38 papers with code
Protein Design
Protein Design
2 benchmarks
33 papers with code
Sleep Stage Detection
Sleep Staging
2 benchmarks
33 papers with code
Blood pressure estimation
ECG Classification
20 benchmarks
30 papers with code
Hypertension detection
1 benchmark
2 papers with code
Retrosynthesis
Retrosynthesis
30 papers with code
Seizure Detection
Seizure Detection
2 benchmarks
26 papers with code
Medical Image Generation
Medical Image Generation
5 benchmarks
24 papers with code
Radiologist Binary Classification
1 papers with code
Biomedical Information Retrieval
PICO
1 benchmark
22 papers with code
SpO2 estimation
3 benchmarks
2 papers with code
Electromyography (EMG)
Electromyography (EMG)
4 benchmarks
14 papers with code
EMG Gesture Recognition
6 papers with code
ALS Detection
1 benchmark
1 papers with code
EMG Signal Prediction
1 benchmark
1 papers with code
Medial knee JRF Prediction
See all 6 tasks
Medical Report Generation
Medical Report Generation
1 benchmark
22 papers with code
Length-of-Stay prediction
Length-of-Stay prediction
3 benchmarks
19 papers with code
Remaining Length of Stay
1 benchmark
2 papers with code
Molecular Docking
Molecular Docking
2 benchmarks
19 papers with code
Blind Docking
2 benchmarks
2 papers with code
Protein Function Prediction
Protein Function Prediction
3 benchmarks
20 papers with code
Tomography
Electron Tomography
9 papers with code
Quantum State Tomography
9 papers with code
Tomographic Reconstructions
Tomography
Histopathological Image Classification
Histopathological Image Classification
18 papers with code
Pneumonia Detection
Pneumonia Detection
2 benchmarks
18 papers with code
ECG Classification
Photoplethysmography (PPG)
25 benchmarks
17 papers with code
Multiple Sequence Alignment
Multiple Sequence Alignment
3 benchmarks
17 papers with code
Brain Decoding
Brain Decoding
2 benchmarks
16 papers with code
Diabetic Retinopathy Grading
Diabetic Retinopathy Grading
1 benchmark
15 papers with code
Medical Code Prediction
Medical Code Prediction
7 benchmarks
15 papers with code
de novo peptide sequencing
de novo peptide sequencing
15 papers with code
3D Medical Imaging Segmentation
Pancreas Segmentation
2 benchmarks
14 papers with code
Eeg Decoding
Eeg Decoding
1 benchmark
14 papers with code
Atrial Fibrillation
Atrial Fibrillation Detection
2 benchmarks
13 papers with code
Atrial Fibrillation
Atrial Fibrillation Recurrence Estimation
Acoustic echo cancellation
Acoustic echo cancellation
13 papers with code
Diabetic Retinopathy Detection
Diabetic Retinopathy Detection
1 benchmark
13 papers with code
Protein Secondary Structure Prediction
Protein Secondary Structure Prediction
8 benchmarks
13 papers with code
Computational Phenotyping
Computational Phenotyping
1 benchmark
6 papers with code
Patient Phenotyping
1 benchmark
6 papers with code
Automatic Sleep Stage Classification
Automatic Sleep Stage Classification
2 benchmarks
12 papers with code
Metal Artifact Reduction
Metal Artifact Reduction
12 papers with code
Mitosis Detection
Mitosis Detection
12 papers with code
Skull Stripping
Skull Stripping
12 papers with code
X-Ray
Low-Dose X-Ray Ct Reconstruction
1 benchmark
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
1 benchmark
9 papers with code
Clinical Information Retreival
1 papers with code
Multi-tissue Nucleus Segmentation
Multi-tissue Nucleus Segmentation
3 benchmarks
10 papers with code
Lung Nodule Classification
Lung Nodule Classification
2 benchmarks
8 papers with code
Lung Nodule 3D Classification
1 benchmark
1 papers with code
Lung Nodule Detection
Lung Nodule Detection
3 benchmarks
8 papers with code
Lung Nodule 3D Detection
1 benchmark
1 papers with code
Medical Relation Extraction
Medical Relation Extraction
2 benchmarks
9 papers with code
Breast Tumour Classification
Breast Tumour Classification
1 benchmark
8 papers with code
Readmission Prediction
Readmission Prediction
8 papers with code
Respiratory Failure
Respiratory Failure
1 benchmark
8 papers with code
Seizure prediction
Seizure prediction
1 benchmark
8 papers with code
Tumour Classification
Tumour Classification
8 papers with code
Patient Outcomes
Predicting Patient Outcomes
1 benchmark
6 papers with code
Outcome Prediction In Multimodal Mri
1 papers with code
Patient Outcomes
3D Molecule Generation
3D Molecule Generation
7 papers with code
Molecule Captioning
Molecule Captioning
1 benchmark
7 papers with code
Chemical Reaction Prediction
Chemical Reaction Prediction
6 papers with code
Colorectal Gland Segmentation:
Colorectal Gland Segmentation:
1 benchmark
6 papers with code
Diabetes Prediction
Diabetes Prediction
1 benchmark
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
Landmark Tracking
Landmark Tracking
2 benchmarks
4 papers with code
Muscle Tendon Junction Identification
2 benchmarks
1 papers with code
Acne Severity Grading
Acne Severity Grading
1 benchmark
5 papers with code
Brain Morphometry
Brain Morphometry
5 papers with code
Kidney Function
Kidney Function
1 benchmark
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
Blood Cell Detection
Blood Cell Detection
4 papers with code
Multi-Label Classification Of Biomedical Texts
Multi-Label Classification Of Biomedical Texts
1 benchmark
4 papers with code
Phenotype classification
Phenotype classification
1 benchmark
4 papers with code
Surgical Gesture Recognition
Surgical Gesture Recognition
4 papers with code
Transcription Factor Binding Site Prediction
Transcription Factor Binding Site Prediction
2 benchmarks
1 papers with code
Transcription Factor Binding Site Prediction (Human)
1 benchmark
1 papers with code
Transcription Factor Binding Site Prediction (Mouse)
1 benchmark
1 papers with code
Medical Genetics
Medical Genetics
1 benchmark
2 papers with code
Genetic Risk Prediction
1 papers with code
DNA analysis
DNA analysis
3 papers with code
Epilepsy Prediction
Epilepsy Prediction
1 benchmark
3 papers with code
Immune Repertoire Classification
Immune Repertoire Classification
3 papers with code
Medical Procedure
Medical Procedure
1 benchmark
3 papers with code
Optic Cup Segmentation
Optic Cup Segmentation
1 benchmark
3 papers with code
Pain Intensity Regression
Pain Intensity Regression
1 benchmark
3 papers with code
Protein-Ligand Affinity Prediction
MHC presentation prediction
3 papers with code
Pulmonary Embolism Detection
Pulmonary Embolism Detection
1 benchmark
3 papers with code
Single-cell modeling
Single-cell modeling
3 papers with code
Splice Site Prediction
Splice Site Prediction
1 benchmark
3 papers with code
Image Denoising
intensity image denoising
1 benchmark
1 papers with code
lifetime image denoising
1 papers with code
Anxiety Detection
Anxiety Detection
1 benchmark
2 papers with code
Chemical-Protein Interaction Extraction
Chemical-Protein Interaction Extraction
2 papers with code
Circulatory Failure
Circulatory Failure
1 benchmark
2 papers with code
Diabetic Foot Ulcer Detection
Diabetic Foot Ulcer Detection
2 papers with code
Fovea Detection
Fovea Detection
4 benchmarks
2 papers with code
Genome Understanding
Genome Understanding
2 papers with code
Participant Intervention Comparison Outcome Extraction
Participant Intervention Comparison Outcome Extraction
1 benchmark
2 papers with code
Surgical Skills Evaluation
Surgical Skills Evaluation
2 benchmarks
2 papers with code
Ultrasound
Ultrasound
1 benchmark
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 benchmark
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 benchmark
1 papers with code
Chemical Entity Recognition
Chemical Entity Recognition
1 papers with code
Chemical-Disease Interaction Extraction
Chemical-Disease Interaction Extraction
1 papers with code
Core Promoter Detection
Core Promoter Detection
1 benchmark
1 papers with code
Covid Variant Prediction
Covid Variant Prediction
1 benchmark
1 papers with code
Domain/Motif Prediction
Domain/Motif Prediction
1 papers with code
ECG Patient Identification
ECG Patient Identification (gallery-probe)
3 benchmarks
1 papers with code
Epigenetic Marks Prediction
Epigenetic Marks Prediction
1 benchmark
1 papers with code
Forward reaction prediction
Forward reaction 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
2 benchmarks
1 papers with code
Population Assignment
Population Assignment
1 papers with code
Promoter Detection
Promoter Detection
1 benchmark
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
Reagent Prediction
Reagent Prediction
1 papers with code
Respiratory Rate Estimation
Respiratory Rate Estimation
1 papers with code
Sequential Diagnosis
Sequential Diagnosis
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
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
Photoplethysmogram simulation
Photoplethysmogram simulation
