Medical

1,157 benchmarks 448 tasks 1,392 datasets 35,770 papers with code archive 2025-07-28

Syntology code harvested from 9,463 of the papers with code counted above at least one sample ran for 7,592 of them per-sample status is on each paper page

Benchmarks are leaderboard tables with at least one row whose task is in this area, counted by the task's area and not by the archive's per-table category tag, which tags 1,181 tables with Medical; datasets are those the archive tags with a task in this area; papers with code are catalogue papers tagged with a task in this area that list at least one repository. Task images are not shown (the archive's image host no longer serves them).

Parent tasks

77 tasks in Medical have sub-tasks in the archive's task tree, most benchmarks first, then most papers with code. Each section shows up to 5 sub-tasks; the task page lists them all.

Semantic Segmentation (29)
Image Generation (23)
Classification (24)
Language Modelling (6)
Medical Image Segmentation (31)
Drug Discovery (3)
Image Denoising (2)
Molecular Property Prediction (4)
Sleep Stage Detection (1)
Medical Image Classification (1)
Multi-Label Classification (4)
Retinal Vessel Segmentation (1)
Image Reconstruction (5)
MRI Reconstruction (2)
ECG Classification (1)
Medical Image Generation (1)
Medical Image Registration (2)
Protein Structure Prediction (2)
Document Text Classification (3)
Electroencephalogram (EEG) (7)
Protein Function Prediction (1)
10-shot image generation (21)
Blood pressure estimation (2)
Biomedical Information Retrieval (2)
Synthetic Data Generation (2)
Medical Diagnosis (5)
Mortality Prediction (1)
Brain Decoding (1)
3D Face Modelling (2)
Length-of-Stay prediction (1)
Lung Nodule Detection (1)
Protein-Ligand Affinity Prediction (1)
16k (6)
3D Classification (2)
3D Medical Imaging Segmentation (1)
Eeg Decoding (1)
Sleep Quality (8)
Lung Nodule Classification (1)
Clinical Concept Extraction (1)
1 Image, 2*2 Stitchi (12)
Information Extraction (16)
Medical Genetics (1)
Transcription Factor Binding Site Prediction (2)
Lung Nodule 3D Classification (1)
Ultrasound (1)
Medical Image Analysis (17)
Brain Computer Interface (4)
Motor Imagery (1)
Disease Prediction (2)
Electrocardiography (ECG) (13)
Photoplethysmography (PPG) (4)
Molecular Docking (1)
ERP (1)
Electromyography (EMG) (5)
Iris Recognition (1)
SSVEP (1)
Quantitative MRI (1)
Computational Phenotyping (1)
3D Shape Reconstruction from Videos (1)
Landmark Tracking (1)
Therapeutics Data Commons (1)
Medical waveform analysis (2)
Automated Pulmonary Nodule Detection And Classification (1)
ECG Patient Identification (1)
entity_extraction (1)
2D Classification (27)
Atomistic Description (3)
Atrial Fibrillation (2)
Binding Site Prediction (1)
Cancer (10)
Mammogram (3)
Patient Outcomes (2)
Signal Processing (1)
Skin (3)
Tomography (3)
Within-Session Motor Imagery (3)
X-Ray (7)

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Semi-Supervised Semantic Segmentation

45 benchmarks · 109 papers with code

Panoptic Segmentation

27 benchmarks · 257 papers with code

3D Semantic Segmentation

19 benchmarks · 214 papers with code

Unsupervised Semantic Segmentation

18 benchmarks · 65 papers with code

Weakly-Supervised Semantic Segmentation

9 benchmarks · 169 papers with code

5 shown of 29 sub-tasks (9 filed under another area). All sub-tasks of Semantic Segmentation →

Image Generation

93 benchmarks · 3,102 papers with code

Image-to-Image Translation

38 benchmarks · 550 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Image Inpainting

12 benchmarks · 331 papers with code

Conditional Image Generation

11 benchmarks · 167 papers with code

Layout-to-Image Generation

11 benchmarks · 24 papers with code

5 shown of 23 sub-tasks (7 filed under another area). All sub-tasks of Image Generation →

Classification

58 benchmarks · 3,778 papers with code

Graph Classification

73 benchmarks · 483 papers with code

Text Classification

68 benchmarks · 1,308 papers with code

Audio Classification

22 benchmarks · 183 papers with code

Medical Image Classification

11 benchmarks · 183 papers with code

Multi-class Classification

5 benchmarks · 289 papers with code

5 shown of 24 sub-tasks (5 filed under another area). All sub-tasks of Classification →

Language Modelling

55 benchmarks · 7,012 papers with code

Long-range modeling

2 benchmarks · 69 papers with code

Cross-Document Language Modeling

2 benchmarks · 1 paper with code

Protein Language Model

1 benchmark · 47 papers with code

XLM-R

0 benchmarks · 99 papers with code

Sentence Pair Modeling

0 benchmarks · 6 papers with code

5 shown of 6 sub-tasks (1 filed under another area). All sub-tasks of Language Modelling →

Medical Image Segmentation

50 benchmarks · 1,080 papers with code

Brain Tumor Segmentation

12 benchmarks · 178 papers with code

Cell Segmentation

12 benchmarks · 91 papers with code

Lesion Segmentation

11 benchmarks · 269 papers with code

Retinal Vessel Segmentation

10 benchmarks · 59 papers with code

Semi-supervised Medical Image Segmentation

7 benchmarks · 79 papers with code

5 shown of 31 sub-tasks (3 filed under another area). All sub-tasks of Medical Image Segmentation →

Drug Discovery

28 benchmarks · 566 papers with code

Drug Response Prediction

2 benchmarks · 21 papers with code

Text-based de novo Molecule Generation

1 benchmark · 13 papers with code

Therapeutics Data Commons

0 benchmarks · 4 papers with code

3 shown of 3 sub-tasks.

Image Denoising

21 benchmarks · 509 papers with code

intensity image denoising

1 benchmark · 0 papers with code

lifetime image denoising

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Molecular Property Prediction

18 benchmarks · 199 papers with code

3D Geometry Prediction

2 benchmarks · 6 papers with code

NMR J-coupling

1 benchmark · 1 paper with code

Odor Descriptor Prediction

1 benchmark · 1 paper with code

mixture property prediction

0 benchmarks · 1 paper with code

4 shown of 4 sub-tasks.

Sleep Stage Detection

16 benchmarks · 24 papers with code

Sleep Staging

0 benchmarks · 46 papers with code

1 shown of 1 sub-task (1 filed under another area).

Medical Image Classification

11 benchmarks · 183 papers with code

Semi-supervised Medical Image Classification

1 benchmark · 7 papers with code

1 shown of 1 sub-task.

Multi-Label Classification

10 benchmarks · 459 papers with code

Hierarchical Multi-label Classification

20 benchmarks · 19 papers with code

Medical Code Prediction

7 benchmarks · 16 papers with code

Missing Labels

0 benchmarks · 50 papers with code

Extreme Multi-Label Classification

0 benchmarks · 31 papers with code

4 shown of 4 sub-tasks (1 filed under another area).

Retinal Vessel Segmentation

10 benchmarks · 59 papers with code

Artery/Veins Retinal Vessel Segmentation

5 benchmarks · 3 papers with code

1 shown of 1 sub-task.

Image Reconstruction

8 benchmarks · 712 papers with code

Blind Super-Resolution

18 benchmarks · 44 papers with code

MRI Reconstruction

6 benchmarks · 198 papers with code

CT Reconstruction

0 benchmarks · 67 papers with code

Film Removal

0 benchmarks · 1 paper with code

WiFi CSI-based Image Reconstruction

0 benchmarks · 1 paper with code

5 shown of 5 sub-tasks (1 filed under another area).

MRI Reconstruction

6 benchmarks · 198 papers with code

Quantitative MRI

0 benchmarks · 17 papers with code

Magnetic Resonance Fingerprinting

0 benchmarks · 8 papers with code

2 shown of 2 sub-tasks.

ECG Classification

5 benchmarks · 49 papers with code

Photoplethysmography (PPG)

0 benchmarks · 40 papers with code

1 shown of 1 sub-task.

Medical Image Generation

5 benchmarks · 42 papers with code

Radiologist Binary Classification

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

Medical Image Registration

4 benchmarks · 105 papers with code

Diffeomorphic Medical Image Registration

3 benchmarks · 7 papers with code

BIRL

1 benchmark · 6 papers with code

2 shown of 2 sub-tasks.

Protein Structure Prediction

4 benchmarks · 67 papers with code

Protein Interface Prediction

0 benchmarks · 4 papers with code

Protein complex prediction

0 benchmarks · 0 papers with code

2 shown of 2 sub-tasks.

Document Text Classification

4 benchmarks · 5 papers with code

Learning with noisy labels

20 benchmarks · 143 papers with code

Multi-Label Classification Of Biomedical Texts

2 benchmarks · 4 papers with code

Political Salient Issue Orientation Detection

1 benchmark · 3 papers with code

3 shown of 3 sub-tasks.

Electroencephalogram (EEG)

3 benchmarks · 378 papers with code

Semanticity prediction

2 benchmarks · 2 papers with code

Eeg Decoding

1 benchmark · 24 papers with code

Attention Score Prediction

1 benchmark · 3 papers with code

Noise Level Prediction

1 benchmark · 2 papers with code

LWR Classification

1 benchmark · 1 paper with code

5 shown of 7 sub-tasks. All sub-tasks of Electroencephalogram (EEG) →

Protein Function Prediction

3 benchmarks · 31 papers with code

Antibody-antigen binding prediction

4 benchmarks · 9 papers with code

1 shown of 1 sub-task.

10-shot image generation

3 benchmarks · 21 papers with code

Semantic Segmentation

150 benchmarks · 6,644 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Deblurring

17 benchmarks · 424 papers with code

Motion Synthesis

13 benchmarks · 126 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

5 shown of 21 sub-tasks (13 filed under another area). All sub-tasks of 10-shot image generation →

Blood pressure estimation

3 benchmarks · 11 papers with code

ECG Classification

5 benchmarks · 49 papers with code

Hypertension detection

0 benchmarks · 3 papers with code

2 shown of 2 sub-tasks.

Biomedical Information Retrieval

3 benchmarks · 7 papers with code

SpO2 estimation

3 benchmarks · 3 papers with code

PICO

1 benchmark · 26 papers with code

2 shown of 2 sub-tasks.

Synthetic Data Generation

2 benchmarks · 325 papers with code

Synthetic Outliers Evaluation

3 benchmarks · 0 papers with code

Synthetic Data Evaluation

1 benchmark · 1 paper with code

2 shown of 2 sub-tasks.

Medical Diagnosis

2 benchmarks · 222 papers with code

Retinal OCT Disease Classification

2 benchmarks · 10 papers with code

Alzheimer's Disease Detection

1 benchmark · 26 papers with code

Thoracic Disease Classification

1 benchmark · 4 papers with code

Blood Cell Count

0 benchmarks · 3 papers with code

CBC TEST

0 benchmarks · 2 papers with code

5 shown of 5 sub-tasks.

Mortality Prediction

2 benchmarks · 77 papers with code

ICU Mortality

1 benchmark · 6 papers with code

1 shown of 1 sub-task.

Brain Decoding

2 benchmarks · 42 papers with code

Brain Computer Interface

0 benchmarks · 112 papers with code

1 shown of 1 sub-task.

3D Face Modelling

2 benchmarks · 21 papers with code

Continuous Control

73 benchmarks · 494 papers with code

Facial Recognition and Modelling

0 benchmarks · 0 papers with code

2 shown of 2 sub-tasks (2 filed under another area).

Length-of-Stay prediction

2 benchmarks · 21 papers with code

Remaining Length of Stay

1 benchmark · 2 papers with code

1 shown of 1 sub-task.

Lung Nodule Detection

2 benchmarks · 13 papers with code

Lung Nodule 3D Detection

1 benchmark · 1 paper with code

1 shown of 1 sub-task.

Protein-Ligand Affinity Prediction

2 benchmarks · 4 papers with code

MHC presentation prediction

0 benchmarks · 3 papers with code

1 shown of 1 sub-task.

16k

1 benchmark · 87 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Image Super-Resolution

69 benchmarks · 783 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

Scene Generation

6 benchmarks · 122 papers with code

Shadow Removal

5 benchmarks · 71 papers with code

5 shown of 6 sub-tasks (6 filed under another area). All sub-tasks of 16k →

3D Classification

1 benchmark · 42 papers with code

3D Object Classification

4 benchmarks · 47 papers with code

MRI classification

0 benchmarks · 7 papers with code

2 shown of 2 sub-tasks (1 filed under another area).

3D Medical Imaging Segmentation

1 benchmark · 35 papers with code

Pancreas Segmentation

3 benchmarks · 19 papers with code

1 shown of 1 sub-task.

Eeg Decoding

1 benchmark · 24 papers with code

EEG Signal Classification

1 benchmark · 8 papers with code

1 shown of 1 sub-task.

Sleep Quality

1 benchmark · 17 papers with code

Sleep Stage Detection

16 benchmarks · 24 papers with code

Spindle Detection

4 benchmarks · 8 papers with code

Multimodal Sleep Stage Detection

4 benchmarks · 5 papers with code

Sleep apnea detection

2 benchmarks · 7 papers with code

Sleep Arousal Detection

2 benchmarks · 4 papers with code

5 shown of 8 sub-tasks. All sub-tasks of Sleep Quality →

Lung Nodule Classification

1 benchmark · 10 papers with code

Lung Nodule 3D Classification

1 benchmark · 1 paper with code

1 shown of 1 sub-task.

Clinical Concept Extraction

1 benchmark · 9 papers with code

Clinical Information Retreival

0 benchmarks · 2 papers with code

1 shown of 1 sub-task.

1 Image, 2*2 Stitchi

1 benchmark · 3 papers with code

Pose Estimation

31 benchmarks · 1,679 papers with code

Text-to-Image Generation

17 benchmarks · 546 papers with code

Image Deblurring

9 benchmarks · 167 papers with code

Virtual Try-on

9 benchmarks · 114 papers with code

Style Transfer

3 benchmarks · 759 papers with code

5 shown of 12 sub-tasks (9 filed under another area). All sub-tasks of 1 Image, 2*2 Stitchi →

Information Extraction

1 benchmark · 3 papers with code

Joint Entity and Relation Extraction

16 benchmarks · 56 papers with code

Event Extraction

9 benchmarks · 149 papers with code

Attribute Value Extraction

4 benchmarks · 16 papers with code

Low Resource Named Entity Recognition

3 benchmarks · 15 papers with code

Drug–drug Interaction Extraction

3 benchmarks · 13 papers with code

5 shown of 16 sub-tasks (3 filed under another area). All sub-tasks of Information Extraction →

Medical Genetics

1 benchmark · 3 papers with code

Genetic Risk Prediction

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

Transcription Factor Binding Site Prediction

1 benchmark · 2 papers with code

Transcription Factor Binding Site Prediction (Human)

1 benchmark · 2 papers with code

Transcription Factor Binding Site Prediction (Mouse)

1 benchmark · 2 papers with code

2 shown of 2 sub-tasks.

Lung Nodule 3D Classification

1 benchmark · 1 paper with code

Radiomics-based Classification

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

Ultrasound

1 benchmark · 1 paper with code

Brain Ventricle Localization And Segmentation In 3D Ultrasound Images

0 benchmarks · 0 papers with code

1 shown of 1 sub-task.

Medical Image Analysis

0 benchmarks · 532 papers with code

Medical Image Retrieval

1 benchmark · 15 papers with code

Deformable Medical Image Registration

0 benchmarks · 21 papers with code

Nuclei Classification

0 benchmarks · 7 papers with code

Organ Detection

0 benchmarks · 5 papers with code

Multi-Focus Microscopical Images Fusion

0 benchmarks · 3 papers with code

5 shown of 17 sub-tasks. All sub-tasks of Medical Image Analysis →

Brain Computer Interface

0 benchmarks · 112 papers with code

Motor Imagery

0 benchmarks · 81 papers with code

ERP

0 benchmarks · 30 papers with code

channel selection

0 benchmarks · 27 papers with code

SSVEP

0 benchmarks · 19 papers with code

4 shown of 4 sub-tasks.

Motor Imagery

0 benchmarks · 81 papers with code

Within-Session Motor Imagery

0 benchmarks · 0 papers with code

1 shown of 1 sub-task.

Disease Prediction

0 benchmarks · 73 papers with code

Retinal OCT Disease Classification

2 benchmarks · 10 papers with code

Disease Trajectory Forecasting

1 benchmark · 4 papers with code

2 shown of 2 sub-tasks.

Electrocardiography (ECG)

0 benchmarks · 45 papers with code

ECG Classification

5 benchmarks · 49 papers with code

Arrhythmia Detection

5 benchmarks · 30 papers with code

Heartbeat Classification

3 benchmarks · 8 papers with code

QRS Complex Detection

3 benchmarks · 2 papers with code

Mortality Prediction

2 benchmarks · 77 papers with code

5 shown of 13 sub-tasks. All sub-tasks of Electrocardiography (ECG) →

Photoplethysmography (PPG)

0 benchmarks · 40 papers with code

Heart rate estimation

6 benchmarks · 28 papers with code

Blood pressure estimation

3 benchmarks · 11 papers with code

Photoplethysmography (PPG) heart rate estimation

3 benchmarks · 9 papers with code

Photoplethysmography (PPG) beat detection

1 benchmark · 1 paper with code

4 shown of 4 sub-tasks.

Molecular Docking

0 benchmarks · 38 papers with code

Blind Docking

2 benchmarks · 12 papers with code

1 shown of 1 sub-task.

ERP

0 benchmarks · 30 papers with code

Within-Session ERP

15 benchmarks · 1 paper with code

1 shown of 1 sub-task.

Electromyography (EMG)

0 benchmarks · 26 papers with code

ALS Detection

1 benchmark · 1 paper with code

EMG Signal Prediction

1 benchmark · 1 paper with code

Medial knee JRF Prediction

1 benchmark · 0 papers with code

Muscle Force Prediction

1 benchmark · 0 papers with code

EMG Gesture Recognition

0 benchmarks · 6 papers with code

5 shown of 5 sub-tasks.

Iris Recognition

0 benchmarks · 26 papers with code

Pupil Dilation

0 benchmarks · 8 papers with code

1 shown of 1 sub-task.

SSVEP

0 benchmarks · 19 papers with code

Within-Session SSVEP

7 benchmarks · 1 paper with code

1 shown of 1 sub-task.

Quantitative MRI

0 benchmarks · 17 papers with code

Diffusion MRI

0 benchmarks · 62 papers with code

1 shown of 1 sub-task.

Computational Phenotyping

0 benchmarks · 7 papers with code

Patient Phenotyping

1 benchmark · 7 papers with code

1 shown of 1 sub-task.

3D Shape Reconstruction from Videos

0 benchmarks · 5 papers with code

DeepFake Detection

8 benchmarks · 237 papers with code

1 shown of 1 sub-task (1 filed under another area).

Landmark Tracking

0 benchmarks · 5 papers with code

Muscle Tendon Junction Identification

2 benchmarks · 1 paper with code

1 shown of 1 sub-task.

Therapeutics Data Commons

0 benchmarks · 4 papers with code

TDC ADMET Benchmarking Group

1 benchmark · 5 papers with code

1 shown of 1 sub-task.

Medical waveform analysis

0 benchmarks · 2 papers with code

Electrocardiography (ECG)

0 benchmarks · 45 papers with code

Electromyography (EMG)

0 benchmarks · 26 papers with code

2 shown of 2 sub-tasks.

Automated Pulmonary Nodule Detection And Classification

0 benchmarks · 1 paper with code

Pulmonary Nodules Classification

0 benchmarks · 1 paper with code

1 shown of 1 sub-task.

ECG Patient Identification

0 benchmarks · 1 paper with code

ECG Patient Identification (gallery-probe)

3 benchmarks · 1 paper with code

1 shown of 1 sub-task.

entity_extraction

0 benchmarks · 1 paper with code

Pharmacovigilance

0 benchmarks · 17 papers with code

1 shown of 1 sub-task.

2D Classification

0 benchmarks · 0 papers with code

Object Detection

123 benchmarks · 4,657 papers with code

Deblurring

17 benchmarks · 424 papers with code

2D Pose Estimation

9 benchmarks · 46 papers with code

Anomaly Classification

5 benchmarks · 33 papers with code

Cell Detection

4 benchmarks · 60 papers with code

5 shown of 27 sub-tasks (8 filed under another area). All sub-tasks of 2D Classification →

Atomistic Description

0 benchmarks · 0 papers with code

Molecular Property Prediction

18 benchmarks · 199 papers with code

Formation Energy

14 benchmarks · 31 papers with code

Atomic Forces

0 benchmarks · 11 papers with code

3 shown of 3 sub-tasks (1 filed under another area).

Atrial Fibrillation

0 benchmarks · 0 papers with code

Atrial Fibrillation Detection

2 benchmarks · 16 papers with code

Atrial Fibrillation Recurrence Estimation

0 benchmarks · 0 papers with code

2 shown of 2 sub-tasks.

Binding Site Prediction

0 benchmarks · 0 papers with code

Antibody-antigen binding prediction

4 benchmarks · 9 papers with code

1 shown of 1 sub-task.

Cancer

0 benchmarks · 0 papers with code

Breast Cancer Detection

4 benchmarks · 40 papers with code

Lung Cancer Diagnosis

2 benchmarks · 16 papers with code

Breast Cancer Histology Image Classification

2 benchmarks · 12 papers with code

Skin Cancer Classification

1 benchmark · 15 papers with code

Classification Of Breast Cancer Histology Images

0 benchmarks · 5 papers with code

5 shown of 10 sub-tasks (1 filed under another area). All sub-tasks of Cancer →

Mammogram

0 benchmarks · 0 papers with code

Whole Mammogram Classification

0 benchmarks · 2 papers with code

Breast Mass Segmentation In Whole Mammograms

0 benchmarks · 1 paper with code

Mass Segmentation From Mammograms

0 benchmarks · 1 paper with code

3 shown of 3 sub-tasks.

Patient Outcomes

0 benchmarks · 0 papers with code

Predicting Patient Outcomes

1 benchmark · 8 papers with code

Outcome Prediction In Multimodal Mri

0 benchmarks · 1 paper with code

2 shown of 2 sub-tasks.

Signal Processing

0 benchmarks · 0 papers with code

Physiological Computing

0 benchmarks · 6 papers with code

1 shown of 1 sub-task.

Skin

0 benchmarks · 0 papers with code

Skin Lesion Segmentation

3 benchmarks · 76 papers with code

Skin Lesion Classification

2 benchmarks · 42 papers with code

Skin Lesion Identification

0 benchmarks · 2 papers with code

3 shown of 3 sub-tasks.

Tomography

0 benchmarks · 0 papers with code

Electron Tomography

0 benchmarks · 13 papers with code

Quantum State Tomography

0 benchmarks · 10 papers with code

Tomographic Reconstructions

0 benchmarks · 0 papers with code

3 shown of 3 sub-tasks.

Within-Session Motor Imagery

0 benchmarks · 0 papers with code

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

10 benchmarks · 1 paper with code

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

9 benchmarks · 1 paper with code

Within-Session Motor Imagery (all classes)

6 benchmarks · 1 paper with code

3 shown of 3 sub-tasks.

X-Ray

0 benchmarks · 0 papers with code

Low-Dose X-Ray Ct Reconstruction

1 benchmark · 8 papers with code

Bone Suppression From Dual Energy Chest X-Rays

0 benchmarks · 2 papers with code

Medical X-Ray Image Segmentation

0 benchmarks · 2 papers with code

Cbct Artifact Reduction

0 benchmarks · 0 papers with code

Finding Pulmonary Nodules In Large-Scale Ct Images

0 benchmarks · 0 papers with code

5 shown of 7 sub-tasks. All sub-tasks of X-Ray →

Tasks with no parent task

105 tasks in Medical sit at the top of the archive's task tree with no sub-tasks of their own, most benchmarks first, then most papers with code.

Task tree and counts are the archive's, frozen 2025-07-28 archive 2025-07-28. Nothing here is re-ranked.