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SotA/Methodology/Classification

Classification

520 benchmarks12815 papers

Classification is the task of categorizing a set of data into predefined classes or groups. The aim of classification is to train a model to correctly predict the class or group of new, unseen data. The model is trained on a labeled dataset where each instance is assigned a class label. The learning algorithm then builds a mapping between the features of the data and the class labels. This mapping is then used to predict the class label of new, unseen data points. The quality of the prediction is usually evaluated using metrics such as accuracy, precision, and recall.

Benchmarks

Classification on AudioSet

Test mAPAUCd-primeAverage mAP

Classification on MTEB

Accuracy

Classification on ESC-50

Top-1 AccuracyAccuracy (5-fold)AccuracyPRE-TRAINING DATASET

Classification on NCI109

Accuracy

Classification on AG News

ErrorC_vNPMIF1 scoreF1-score

Classification on ICBHI Respiratory Sound Database

ICBHI ScoreSpecificitySensitivity

Classification on VGGSound

Top 1 AccuracyTop 5 AccuracyMean APAUCd-prime

Classification on DBpedia

Error

Classification on R8

AccuracyF-measure

Classification on TREC-6

Error

Classification on 20NEWS

AccuracyF-measurePrecisionRecall

Classification on Civil Comments

AUROCGMB BPSNGMB SubgroupMicro F1PrecisionRecallMacro F1GMB BNSP

Classification on ENZYMES

AccuracyAccuracy (10-fold)

Classification on UK Key Stage Readability

F1

Classification on CIFAR10 100k

Accuracy (%)

Classification on PROTEINS

AccuracyAccuracy (10 fold)Inference Time (ms)

Classification on REDDIT-B

AccuracyAccuracy (10-fold)

Classification on SHD

Percentage correct

Classification on FSD50K

mAPMean AP

Classification on MR

Accuracy

Classification on Ohsumed

Accuracy

Classification on Yahoo! Answers

AccuracyF1-score

Classification on MHIST

Accuracy

Classification on N-ImageNet

Accuracy (%)

Classification on RAFT

AvgADEB77NISOSE OverSOTSRITAIToSTEHTC

Classification on SPOT-10

Accuracy

Classification on Balanced Audio Set

Mean AP

Classification on Climabench

Evaluation Macro F1

Classification on NewsDiscourse

macro F1

Classification on Peptides-func

AP

Classification on R52

Accuracy

Classification on REDDIT-BINARY

AccuracyAccuracy (10-fold)

Classification on SciCite

Macro-F1F1

Classification on ACL-ARC

Macro-F1F1Micro-F1

Classification on Full-body Parkinson’s disease dataset

F1-score (weighted)

Classification on IMDB-BINARY

AccuracyAccuracy (10-fold)

Classification on NCT-CRC-HE-100K

Accuracy (%)F1-ScorePrecisionSpecificity

Classification on UPFD-GOS

Accuracy (%)

Classification on UPFD-POL

Accuracy (%)

Classification on 20NewsGroups

C_vF1-score

Classification on CC3M-TagMask

PrecisionRecallF1AccuracymAP

Classification on FRANKENSTEIN

Accuracy

Classification on MNIST

Accuracy

Classification on N-CARS

Accuracy (%)Params (M)Representation Time( ms / 100ms events)Inference TimeArchitectureRepresentation

Classification on N-ImageNet (mini)

Accuracy (%)

Classification on Reuters-21578

Micro-F1F1Accuracy

Classification on Twitter

Accuracy

Classification on DCASE

Top-1 AccuracyPRE-TRAINING DATASET

Classification on DODF Data

Average F1Weighted F1

Classification on Freecode

F1-score

Classification on ImageNet C-OOD (class-out-of-distribution)

Detection AUROC (severity 0)Detection AUROC (severity 5)Detection AUROC (severity 10)

Classification on Lot-insts

AccuracyMacro-F1

Classification on MVICTOR (type)

Average F1Weighted F1

Classification on NEURON-Average

Accuracy

Classification on NEURON-BINARY

Accuracy

Classification on NEURON-MULTI

Accuracy

Classification on OneStopEnglish (Readability Assessment)

Accuracy (5-fold)

Classification on SSC

Accuracy

Classification on SVICTOR (type)

Average F1Weighted F1

Classification on Speech Commands

Accuracy

Classification on WeeBit (Readability Assessment)

Accuracy (5-fold)

Classification on Amazon-2

Error

Classification on Autoimmune Dataset

F1 score

Classification on Average on NLP datasets

Accuracy

Classification on BBCSport

Accuracy

Classification on BirdCLEF 2021

Accuracy

Classification on CMU-MOSEI

AccuracyWeighted Accuracy

Classification on CWRU Bearing Dataset

10 fold Cross validation

Classification on Chest X-Ray14 2% labeled

AUC

Classification on EPIC-KITCHENS-100

Top-1 ActionTop-1 NounTop-1 VerbTop-5 ActionTop-5 NounTop-5 Verb

Classification on FGVC Aircraft

Top-1 Accuracy (%)OOD Accuracy (%)

Classification on GCDC + RST - Accuracy

Accuracy

Classification on HateXplain

Accuracy (2 classes)F1 Macro

Classification on MedSecId

1 shot Micro-F1

Classification on Mutagenicity

Accuracy

Classification on SemEval 2018 Task 1E-c

Macro-F1AccuracyMicro-F1

Classification on ThreatGram 101 - Extreme Telegram Data

weighted-F1 score

Classification on VGG-Sound

Top-1 AccuracyTop-5 Accuracy

Classification on arXiv-10

Accuracy

Classification on AAPD

F1P@1P@3P@5nDCG@3nDCG@5Micro F1

Classification on AG News (200 Labels)

Accuracy (%)

Classification on Amazon

Accuracy

Classification on Amazon-5

Error

Classification on Audio Set

Mean AP

Classification on BBBP

ROC-AUC

Classification on BLURB

F1

Classification on BVICTOR

Average F1Weighted F1

Classification on Bala-Copa

Accuracy

Classification on Burr classification images

precisionrecallF1

Classification on COX2

Accuracy(10-fold)

Classification on CREMA-D

Accuracy

Classification on DiCOVA

AUC

Classification on EPIC-SOUNDS

Accuracy

Classification on EUR-Lex

P@5nDCG@5P@1P@3nDCG@3Micro F1RP@5nDCG@1

Classification on EWALK

Accuracy

Classification on ForgeryNet

AUCAccuracy

Classification on GCDC + RST - F1

Average F1

Classification on HIV

ROC-AUC

Classification on HIV dataset

ROC-AUCAccuracy

Classification on HOC

F1Micro F1

Classification on MVICTOR (theme)

Average F1Weighted F1

Classification on Overruling

F1(10-fold)

Classification on RAVDESS

Top-1 Accuracy

Classification on REDDIT-MULTI-12K

Accuracy

Classification on SVICTOR (theme)

Average F1Weighted F1

Classification on Sogou News

Accuracy

Classification on Terms of Service

F1(10-fold)

Classification on Tox21

ROC-AUC

Classification on ToxCast

ROC-AUC

Classification on UrbanSound8K

Accuracy

Classification on XImageNet-12

Robustness Score

Classification on Yahoo! Answers (800 Labels)

Accuracy (%)

Classification on 20 Newsgroups

Test perplexityAccuracy

Classification on AIDS

AccuracyInference Time (ms)

Classification on An Amharic News Text classification Dataset

Accuracy

Classification on BACE

ROC-AUC

Classification on BIOSCAN_1M_Insect Dataset

Macro F1

Classification on CHILI-100K

F1-score (Weighted)

Classification on CHILI-3K

F1-score (Weighted)

Classification on Classic

Accuracy

Classification on D&D

Accuracy

Classification on GLAMI-1M

Top 1 Accuracy %Top 5 Accuracy %

Classification on GLUE SST2

Accuracy

Classification on IMDb-M

AccuracyAccuracy (10-fold)

Classification on ImageNet

GFLOPsTop 1 Accuracy

Classification on ImageNet32

Recall@1Recall@2Recall@5Recall@10

Classification on MFA

F-F1 score (Comb.)F-F1 score (Persian)V-F1 score (Comb.)V-F1 score (NA)F-F1 score (NA)V-F1 score (Persian)

Classification on MIMIC-III-50

Micro-F1

Classification on MUTAG

Accuracy (10-fold)Mean AccuracyAccuracy (10 fold)Accuracy

Classification on MUV

ROC-AUC

Classification on Medical Abstracts

F1-score

Classification on MuLD (Character Type)

F1

Classification on NCI1

AccuracyAccuracy (10-fold)

Classification on PCOS Classification

1:1 Accuracy

Classification on Paper Field

F1

Classification on PubMed 20k RCT

F1

Classification on RCV1

Micro F1AccuracyMacro F1P@1P@3P@5nDCG@1nDCG@3nDCG@5Macro-F1Micro-F1

Classification on ROCStories

F1

Classification on RSSCN7

1:1 Accuracy

Classification on Recipe

Accuracy

Classification on Reddit Ideology Database

F1-score (Weighted)

Classification on SHD - Adding

Accuracy (%)

Classification on SIDER

ROC-AUC

Classification on SST-2

AccuracyTest Accuracy

Classification on SV-Ident

F1

Classification on SciDocs (MAG)

F1 (micro)

Classification on SciDocs (MeSH)

F1 (micro)

Classification on ScienceCite

F1

Classification on Searchsnippets

Accuracy

Classification on Social media attributions of YouTube comments

Accuracy (2 classes)F1 Macro

Classification on Stanford Cars

Recall@1Recall@2Recall@5Recall@10

Classification on Stanford Online Products

Recall@1Recall@2Recall@5Recall@10

Classification on Synthetic Dynamic Networks

Accuracy

Classification on TREC-50

Error

Classification on This is not a Dataset

AccuracyCoherence

Classification on Topic modeling topic coverage dataset - bio

AuCDCSupCov

Classification on Topic modeling topic coverage dataset - news

AuCDCSupCov

Classification on VocalSound

Accuracy

Classification on WOS-5736

Accuracy

Classification on cifar100

Recall@1Recall@2Recall@5Recall@10

Classification on clintox

ROC-AUC

Classification on Reuters-52

Macro F1

Classification on 5pt. Bench-Easy

Accuracy

Classification on ADNI

Accuracy

Classification on Adult

AUROC

Classification on Adverse Drug Events (ADE) Corpus

F1 - macro

Classification on AffCon 2020 Emotion Detection

F1 score

Classification on AgNews

C_v

Classification on Amazon Counterfeit

Accuracy

Classification on Amazon-12K

P@1P@3P@5nDCG@3nDCG@5

Classification on ArmanEmo

Macro F1

Classification on Arxiv HEP-TH citation graph

AccuracyMACCTopic Coherence@50Topic coherence@5

Classification on BANKING77

Accuracy

Classification on BZR

Accuracy

Classification on Bench-hard

Accuracy

Classification on BiasBios

1:1 Accuracy

Classification on Brain Tumor MRI Dataset

F1 score

Classification on CAD

F1 on Toxic class

Classification on CAER-Dynamic

Accuracy

Classification on CHIP-CTC

Macro F1

Classification on CIFAKE: Real and AI-Generated Synthetic Images

Validation Accuracy

Classification on CIFAR-10

Accuracy

Classification on CIFAR-100

AccuracyExpected Calibration Error

Classification on CIFAR-10C

Accuracy on Brightness Corrupted Images

Classification on COIL-RAG

Accuracy

Classification on CORBEL

Accuracy

Classification on COVID chest X-ray

F1 score

Classification on COVID-19 CXR Dataset

Accuracy (%)

Classification on COVID-19 Image Data Collection

Accuracy

Classification on COVIDGR

Accuracy

Classification on CSL

Acc

Classification on Cancer

Accuracy

Classification on CheXphoto

Mean AUC

Classification on Chest X-Ray Images (Pneumonia)

Accuracy

Classification on Citeseer

Accuracy

Classification on Coordinated Reply Attacks in Influence Operations: Characterization and Detection

AUC

Classification on Cora

Accuracy

Classification on DEEP-VOICE: DeepFake Voice Recognition

Accuracy (10-fold)

Classification on Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of China

1:1 AccuracyF1 - macroMicro F1

Classification on Digits

Accuracy

Classification on FMC-MWO2KG

Macro F1Micro F1

Classification on Facebook Media

F1 (Hidden Test Set)

Classification on GLUE MRPC

AccuracyF1

Classification on GLUE RTE

Accuracy

Classification on Galaxy10 DECals

Top-1 Accuracy (%)

Classification on GermEval 2021 - Toxic Comments test set

F1

Classification on GovSensitivity

F1

Classification on HCP Aging

Accuracy

Classification on HIV-fMRI-77

AccuracyF1

Classification on HOWS

Overall accuracy after last sequence

Classification on HOWS long

Overall accuracy after last sequence

Classification on HRF

Accuracy

Classification on HYDRIDES

Accuracy

Classification on Hyperpartisan

Accuracy

Classification on Hyperpartisan News Detection

Accuracy

Classification on IDRiD

AccuracyAccuracy (% )

Classification on IMDb Movie Reviews

AUCAccuracy (2 classes)F1 Macro

Classification on IMDb-B

AccuracyAccuracy (10-fold)Rand index

Classification on IRFL: Image Recognition of Figurative Language

1-of-100 Accuracy

Classification on ISIC 2017

Accuracy

Classification on ISIC 2019

Balanced Multi-Class Accuracy

Classification on ISIC 2020 Challenge Dataset

AUC

Classification on Insider Threat Test Dataset

F1 score

Classification on Jigsaw Toxic Comment Classification Dataset

Validation Accuracy

Classification on Kan-Shan Cup

P@1P@3P@5nDCG@3nDCG@5

Classification on Kepler Exoplanet Search Results

F1 (%)

Classification on LES-AV

Accuracy

Classification on LF-AmazonTitles-131K

Precision@1

Classification on LF-AmzonTitles-131K

Precision@1

Classification on LOCAL DATASET

Accuracy (%)

Classification on LUN

Accuracy

Classification on Liver-US

AUC

Classification on MIMIC-III

AUCMacro F1Macro PrecisionMacro RecallMicro PrecisionMicro RecallMicro-F1P@5PrecisionRecall

Classification on MPQA

Accuracy

Classification on MSRC-21 (per-class)

Accuracy (10 fold)

Classification on Malaria Dataset

F1 score

Classification on MeerKAT: Meerkat Kalahari Audio Transcripts

AP

Classification on MixedWM38

AccuracyMCC

Classification on MuReD Dataset

ML F1ML mAPML AUC

Classification on Multimodal PISA

Accuracy (%)

Classification on NC1

Accuracy

Classification on NICE-2

Accuracy

Classification on NICE-45

Accuracy

Classification on NYT

MACCTopic coherence@5

Classification on OASIS

Accuracy

Classification on OASIS 3

SensitivitySpecificityAUCAccuracy

Classification on ODIC 10-way (10-shot)

Accuracy

Classification on ODIC 10-way (5-shot)

Accuracy

Classification on ODIC 5-way (10-shot)

Accuracy

Classification on ODIC 5-way (5-shot)

Accuracy

Classification on PTC

Accuracy

Classification on Patents

Accuracy

Classification on Pubmed

Test Accuracy

Classification on RCV1-v2

Micro-F1

Classification on REDDIT-12K

Accuracy (10 fold)

Classification on REDDIT-MULTI-5k

Accuracy

Classification on RITE

Accuracy

Classification on Radar Dataset (DIAT-μRadHAR: Radar micro-Doppler Signature dataset for Human Suspicious Activity Recognition)

1:1 Accuracy

Classification on RespiratoryDatabase@TR

Accuracy (% )

Classification on Reuters De-En

Accuracy

Classification on Reuters En-De

Accuracy

Classification on RusAge: Corpus for Age-Based Text Classification

F1

Classification on SGD

F1 (Seqeval)

Classification on SILICONE Benchmark

1:1 Accuracy

Classification on SST-5

Accuracy

Classification on STOPS-2

STOPS-2

Classification on STOPS-41

Accuracy

Classification on SYNTHIE

Accuracy

Classification on Sentiment140

Accuracy

Classification on ShortPersianEmo

Macro F1

Classification on SimGas

Frame Level Accuracy

Classification on Slashdot

Micro-F1

Classification on Sound-based drone fault classification using multitask learning

macro f1 score (A(100), B(100), C(100) Avg.)

Classification on TACM12K

Accuracy

Classification on TCGA

AUPRCAUROC

Classification on TII-SSRC-23

F1-Score

Classification on TLF2K

Accuracy

Classification on TML1M

Accuracy

Classification on TRAC2-Benghali. Task 2.

F1

Classification on TRAC2-English. Task2.

F1

Classification on TREC-10

Accuracy

Classification on Topic modeling topic coverage dataset

Spearman Correlation

Classification on Training and validation dataset of capsule vision 2024 challenge.

Mean AUC

Classification on Twitter Sentiment Analysis

AUC

Classification on Twitter-US

F1 (Hidden Test Set)

Classification on UCR Time Series Classification Archive

FruitFliesMosquitoSoundRightWhaleCalls

Classification on UK Biobank Brain MRI

Accuracy

Classification on WNUT-2020 Task 2

F1

Classification on WOS-11967

Accuracy

Classification on WOS-46985

Accuracy

Classification on Web

Accuracy

Classification on Wiki-30K

P@1P@3P@5nDCG@3nDCG@5

Classification on Wine

Accuracy

Classification on Yelp-14

Accuracy

Classification on AUR & UMB dataset

Accuracy

Classification on BP-fMRI-97

AccuracyF1

Classification on Bengali Ekman's Six Basic Emotions Corpus

Accuracy (%)

Classification on BoolQ

Test Accuracy

Classification on COLLAB

AccuracyAccuracy (10-fold)

Classification on DeepHS Fruit v2

Overall Classification Accuracy

Classification on GLUE COLA

Matthews Correlation

Classification on GLUE STSB

Spearmanr

Classification on HIV-DTI-77

AccuracyF1

Classification on HIV-fMRI-77

AccuracyF1

Classification on IMDB-MULTI

AccuracyAccuracy (10-fold)

Classification on IMDb

AccuracyF1PrecisionRecall

Classification on IPC-grounded

Accuracy

Classification on IPC-lifted

Accuracy

Classification on InDL

Average Recall

Classification on MalNet-Tiny

AccuracyMCC

Classification on NCI-123

Accuracy

Classification on NCI-83

Accuracy

Classification on NCI33

Accuracy

Classification on RE-M12K

Accuracy

Classification on RE-M5K

Accuracy

Classification on RTE

Test Accuracy

Classification on USPTO-3M

F1

Classification on WSC

Test Accuracy

Classification on WiC

Test Accuracy

Classification on Yelp-2

Accuracy

Classification on Yelp-5

Accuracy

Classification on cb

Test Accuracy