Papers in this area
Showing 1–10 of 10 papers
| Task | Papers | Results |
|---|---|---|
| Medical Image Segmentation Medical Image Segmentation is a computer vision task that in… | 2,089 | 333 |
| Molecular Property Prediction Molecular property prediction is the task of predicting the … | 354 | 224 |
| Drug Discovery Drug discovery is the task of applying machine learning to d… | 1,337 | 96 |
| Retinal Vessel Segmentation Retinal vessel segmentation is the task of segmenting vessel… | 139 | 78 |
| Formation Energy On the QM9 dataset the numbers reported in the table are the… | 54 | 77 |
| Sleep Stage Detection Human Sleep Staging into W-N1-N2-N3-REM classes from multipl… | 34 | 55 |
| Medical Code Prediction Context: Prediction of medical codes from clinical notes is … | 27 | 50 |
| Single-step retrosynthesis | 34 | 35 |
| Description-guided molecule generation The significance of description-based molecule generation li… | 2 | 25 |
| Protein Secondary Structure Prediction Protein secondary structure prediction is a vital task in bi… | 26 | 24 |
| Multi-tissue Nucleus Segmentation | 14 | 23 |
| Medical Image Classification Medical Image Classification is a task in medical image anal… | 424 | 20 |
| Protein Structure Prediction Image credit: [FastFold: Reducing AlphaFold Training Time fr… | 188 | 20 |
| Cell Segmentation Cell Segmentation is a task of splitting a microscopic image… | 178 | 20 |
| Text-based de novo Molecule Generation Text-based de novo molecule generation involves utilizing na… | 14 | 20 |
| Biomedical Information Retrieval | 15 | 19 |
| Medical Image Registration Image registration, also known as image fusion or image matc… | 198 | 18 |
| Colorectal Gland Segmentation: | 9 | 18 |
| Mortality Prediction ( Image credit: [Early hospital mortality prediction using v… | 189 | 16 |
| Physical Simulations | 100 | 16 |
| Surgical phase recognition The first 40 videos are used for training, the last 40 video… | 69 | 16 |
| Breast Tumour Classification | 13 | 16 |
| Generalized Few-Shot Learning | 13 | 16 |
| MRI Reconstruction In its most basic form, MRI reconstruction consists in retri… | 441 | 15 |
| COVID-19 Diagnosis Covid-19 Diagnosis is the task of diagnosing the presence of… | 211 | 15 |
| Protein Function Prediction For GO terms prediction, given the specific function predict… | 79 | 15 |
| ECG Classification | 116 | 13 |
| General Reinforcement Learning | 84 | 12 |
| Protein Design Formally, given the design requirements of users, models are… | 175 | 10 |
| Pneumonia Detection | 63 | 10 |
| Protein-Ligand Affinity Prediction | 8 | 10 |
| Unconditional Molecule Generation This task evaluates the ability of generative models to samp… | 8 | 9 |
| De novo molecule generation from MS/MS spectrum (bonus chemical formulae) | 3 | 9 |
| Brain Decoding Motor Brain Decoding is fundamental task for building motor … | 118 | 8 |
| Lung Nodule Classification | 35 | 8 |
| Respiratory Failure Continuous prediction of onset of respiratory failure in the… | 26 | 8 |
| Circulatory Failure Continuous prediction of onset of circulatory failure in the… | 5 | 8 |
| Molecule retrieval from MS/MS spectrum | 2 | 8 |
| Molecule retrieval from MS/MS spectrum (bonus chemical formulae) | 2 | 8 |
| Patient Phenotyping | 15 | 7 |
| Blood pressure estimation | 29 | 6 |
| Kidney Function Continuous prediction of urine production in the next 2h as … | 29 | 6 |
| Breast Cancer Histology Image Classification | 17 | 6 |
| Electroencephalogram (EEG) Electroencephalogram (EEG) is a method of recording brain ac… | 1,655 | 5 |
| Zero-shot Generalization | 572 | 5 |
| Automatic Sleep Stage Classification | 25 | 5 |
| Clinical Concept Extraction Automatic extraction of clinical named entities such as clin… | 24 | 5 |
| Multi-step retrosynthesis These leaderboards are used to track progress in Multi-step … | 15 | 5 |
| Acne Severity Grading | 7 | 5 |
| Medical Report Generation Medical report generation (MRG) is a task which focus on tra… | 110 | 4 |