Classification

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.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3651–3700 of 12815 papers

Title	Date	Tasks	Status	Hype
Work In Progress: Safety and Robustness Verification of Autoencoder-Based Regression Models using the NNV Tool	Jul 14, 2022	Classificationimage-classification	—Unverified	0
Forcing the Whole Video as Background: An Adversarial Learning Strategy for Weakly Temporal Action Localization	Jul 14, 2022	Action LocalizationClassification	—Unverified	0
Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image Classification	Jul 14, 2022	ClassificationEarth Observation	CodeCode Available	2
Rethinking Attention Mechanism in Time Series Classification	Jul 14, 2022	ClassificationKnowledge Distillation	—Unverified	0
Learning Discriminative Representation via Metric Learning for Imbalanced Medical Image Classification	Jul 14, 2022	Classificationimage-classification	—Unverified	0
ReAct: Temporal Action Detection with Relational Queries	Jul 14, 2022	Action ClassificationAction Detection	CodeCode Available	1
Estimating Classification Confidence Using Kernel Densities	Jul 13, 2022	Classification	—Unverified	0
Journal of Economic Literature codes classification system (JEL)	Jul 13, 2022	ArticlesClassification	—Unverified	0
Trusted Multi-Scale Classification Framework for Whole Slide Image	Jul 12, 2022	Classification	—Unverified	0
EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable Use	Jul 12, 2022	Audio ClassificationClassification	CodeCode Available	1
A Dual-Polarization Information Guided Network for SAR Ship Classification	Jul 11, 2022	Classification	—Unverified	0
Myers-Briggs personality classification from social media text using pre-trained language models	Jul 10, 2022	ClassificationSentiment Analysis	—Unverified	0
NGAME: Negative Mining-aware Mini-batching for Extreme Classification	Jul 10, 2022	ClassificationTAG	—Unverified	0
Facilitated machine learning for image-based fruit quality assessment	Jul 10, 2022	BIG-bench Machine LearningClassification	CodeCode Available	0
Learning High-quality Proposals for Acne Detection	Jul 8, 2022	ClassificationRegion Proposal	CodeCode Available	0
On Improving the Performance of Glitch Classification for Gravitational Wave Detection by using Generative Adversarial Networks	Jul 8, 2022	ClassificationData Augmentation	—Unverified	0
Towards Intrinsic Common Discriminative Features Learning for Face Forgery Detection using Adversarial Learning	Jul 8, 2022	Binary ClassificationClassification	—Unverified	0
An Embedding-Dynamic Approach to Self-supervised Learning	Jul 7, 2022	Classificationimage-classification	—Unverified	0
Multimodal Feature Extraction for Memes Sentiment Classification	Jul 7, 2022	ClassificationMeme Classification	—Unverified	0
Semi-unsupervised Learning for Time Series Classification	Jul 7, 2022	ClassificationTime Series	CodeCode Available	0
Multimodal E-Commerce Product Classification Using Hierarchical Fusion	Jul 7, 2022	Classification	—Unverified	0
Deep Learning approach for Classifying Trusses and Runners of Strawberries	Jul 6, 2022	ClassificationDeep Learning	—Unverified	0
A Hybrid Approach for Binary Classification of Imbalanced Data	Jul 6, 2022	Binary ClassificationClassification	—Unverified	0
Humans Social Relationship Classification during Accompaniment	Jul 6, 2022	Classification	—Unverified	0
FewSOL: A Dataset for Few-Shot Object Learning in Robotic Environments	Jul 6, 2022	AttributeClassification	CodeCode Available	0
Temporal Sequence Object-based CNN (TS-OCNN) for crop classification from fine resolution remote sensing image time-series	Jul 5, 2022	ClassificationCrop Classification	—Unverified	0
Multi-Label Retinal Disease Classification using Transformers	Jul 5, 2022	ClassificationDecision Making	CodeCode Available	0
Betti numbers of attention graphs is all you really need	Jul 5, 2022	AllClassification	CodeCode Available	0
FDVTS's Solution for 2nd COV19D Competition on COVID-19 Detection and Severity Analysis	Jul 5, 2022	ClassificationCOVID-19 Diagnosis	—Unverified	0
Local Multi-Label Explanations for Random Forest	Jul 5, 2022	ClassificationDecision Making	CodeCode Available	0
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation Models	Jul 4, 2022	Classificationimage-classification	CodeCode Available	0
Automated Classification of General Movements in Infants Using a Two-stream Spatiotemporal Fusion Network	Jul 4, 2022	Classification	CodeCode Available	0
Domain Adaptive Nuclei Instance Segmentation and Classification via Category-aware Feature Alignment and Pseudo-labelling	Jul 4, 2022	ClassificationDomain Adaptation	—Unverified	0
Crime scene classification from skeletal trajectory analysis in surveillance settings	Jul 4, 2022	ClassificationCrime Prediction	—Unverified	0
A Robust Ensemble Model for Patasitic Egg Detection and Classification	Jul 4, 2022	ClassificationData Augmentation	—Unverified	0
Task Discrepancy Maximization for Fine-grained Few-Shot Classification	Jul 4, 2022	ClassificationFew-Shot Image Classification	CodeCode Available	1
Revisiting Classifier: Transferring Vision-Language Models for Video Recognition	Jul 4, 2022	Action ClassificationAction Recognition	CodeCode Available	2
Anomaly-aware multiple instance learning for rare anemia disorder classification	Jul 4, 2022	ClassificationDiversity	CodeCode Available	0
Interpretable Fusion Analytics Framework for fMRI Connectivity: Self-Attention Mechanism and Latent Space Item-Response Model	Jul 4, 2022	ClassificationDeep Learning	—Unverified	0
Dynamic Sub-Cluster-Aware Network for Few-Shot Skin Disease Classification	Jul 3, 2022	ClassificationClustering	CodeCode Available	0
WaferSegClassNet -- A Light-weight Network for Classification and Segmentation of Semiconductor Wafer Defects	Jul 3, 2022	ClassificationSegmentation	CodeCode Available	1
Test-time Adaptation with Calibration of Medical Image Classification Nets for Label Distribution Shift	Jul 2, 2022	Classificationimage-classification	CodeCode Available	1
Sequence-aware multimodal page classification of Brazilian legal documents	Jul 2, 2022	ClassificationManagement	CodeCode Available	0
Less is More: Adaptive Curriculum Learning for Thyroid Nodule Diagnosis	Jul 2, 2022	Classification	CodeCode Available	1
Free speech or Free Hate Speech? Analyzing the Proliferation of Hate Speech in Parler	Jul 1, 2022	ClassificationHate Speech Detection	—Unverified	0
CTM - A Model for Large-Scale Multi-View Tweet Topic Classification	Jul 1, 2022	ClassificationTopic Classification	—Unverified	0
SemEval-2022 Task 4: Patronizing and Condescending Language Detection	Jul 1, 2022	Binary ClassificationBinary Condescension Detection	—Unverified	0
PINGAN Omini-Sinitic at SemEval-2022 Task 4: Multi-prompt Training for Patronizing and Condescending Language Detection	Jul 1, 2022	Binary ClassificationClassification	—Unverified	0
YNU-HPCC at SemEval-2022 Task 4: Finetuning Pretrained Language Models for Patronizing and Condescending Language Detection	Jul 1, 2022	ClassificationMulti-Label Classification	—Unverified	0
LEA: Meta Knowledge-Driven Self-Attentive Document Embedding for Few-Shot Text Classification	Jul 1, 2022	ClassificationDocument Embedding	—Unverified	0

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All datasets InDL MHIST N-ImageNet SPOT-10 Full-body Parkinson’s disease dataset Autoimmune Dataset N-CARS N-ImageNet (mini)ImageNet C-OOD (class-out-of-distribution)CWRU Bearing Dataset Burr classification images ForgeryNet

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ConvNext	Average Recall	93.47	—	Unverified
2	VGG16	Average Recall	92.86	—	Unverified
3	DenseNet201	Average Recall	90.99	—	Unverified
4	Inception ResNet V2	Average Recall	90.27	—	Unverified
5	Xception	Average Recall	89.81	—	Unverified
6	NASNetLarge	Average Recall	89.52	—	Unverified
7	Darknet53	Average Recall	88.53	—	Unverified
8	ResNetV2_50	Average Recall	88.08	—	Unverified
9	MobileNetV3	Average Recall	84.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MoCo-v2 (ResNet-50)	Accuracy	88.03	—	Unverified
2	MoCo-v2 (ResNet-50)	Accuracy	85.88	—	Unverified
3	Barlow Twins (ResNet-50)	Accuracy	84.03	—	Unverified
4	SwAV (ResNet-50)	Accuracy	83.21	—	Unverified
5	Supervised (ViT-S/16)	Accuracy	81.68	—	Unverified
6	Barlow Rwins (ResNet-50)	Accuracy	81.27	—	Unverified
7	DINO (ViT-S/16)	Accuracy	79.43	—	Unverified
8	Supervised (ResNet-50)	Accuracy	78.92	—	Unverified
9	SwAV (ResNet-50)	Accuracy	77.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Event Spike Tensor	Accuracy (%)	48.93	—	Unverified
2	DiST	Accuracy (%)	48.43	—	Unverified
3	Sorted Time Surface	Accuracy (%)	47.9	—	Unverified
4	Event Histogram	Accuracy (%)	47.73	—	Unverified
5	HATS	Accuracy (%)	47.14	—	Unverified
6	Binary Event Image	Accuracy (%)	46.36	—	Unverified
7	Timestamp Image	Accuracy (%)	45.86	—	Unverified
8	Event Image	Accuracy (%)	45.77	—	Unverified
9	Time Surface	Accuracy (%)	44.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DenseNet121 Distiller	Accuracy	81.84	—	Unverified
2	ResNet101V2 Distiller	Accuracy	80.29	—	Unverified
3	ResNet50V2 Distiller	Accuracy	79.03	—	Unverified
4	MobileNet Distiller	Accuracy	78.26	—	Unverified
5	MobileNetV3Small Distiller	Accuracy	78.04	—	Unverified
6	MobileNetV3Large Distiller	Accuracy	77.88	—	Unverified
7	NASNetMobile Distiller	Accuracy	77.75	—	Unverified
8	MobileNetV2 Distiller	Accuracy	77.53	—	Unverified
9	ResNet50 Distiller	Accuracy	77.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PoseFormerV2	F1-score (weighted)	0.59	—	Unverified
2	PD STGCN	F1-score (weighted)	0.48	—	Unverified
3	MotionBERT	F1-score (weighted)	0.47	—	Unverified
4	Pose Transformers (POTR)	F1-score (weighted)	0.46	—	Unverified
5	MotionBERT-LITE	F1-score (weighted)	0.43	—	Unverified
6	MotionAGFormer	F1-score (weighted)	0.42	—	Unverified
7	Mixste	F1-score (weighted)	0.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Swin Transformer Base (Patch 4 Window 12)	F1 score	0.89	—	Unverified
2	CASS	F1 score	0.89	—	Unverified
3	CASS	F1 score	0.87	—	Unverified
4	DINO	F1 score	0.86	—	Unverified
5	DINO	F1 score	0.84	—	Unverified
6	VANBUREN et all	F1 score	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MEM	Accuracy (%)	98.55	—	Unverified
2	GET	Accuracy (%)	96.7	—	Unverified
3	ResNet34 + EST	Accuracy (%)	92.5	—	Unverified
4	Spiking VGG-11	Accuracy (%)	92.4	—	Unverified
5	Spiking MobileNet-64	Accuracy (%)	91.7	—	Unverified
6	Spiking DenseNet121-24	Accuracy (%)	90.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Event Imge	Accuracy (%)	61.42	—	Unverified
2	Event Histogram	Accuracy (%)	61.02	—	Unverified
3	Timestamp Image	Accuracy (%)	60.46	—	Unverified
4	DiST	Accuracy (%)	59.74	—	Unverified
5	Sorted Time Surface	Accuracy (%)	58.38	—	Unverified
6	Binary Event Image	Accuracy (%)	53.52	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-L/32-384 with Max-logit	Detection AUROC (severity 0)	1	—	Unverified
2	ViT-L/32-384 with ODIN	Detection AUROC (severity 0)	1	—	Unverified
3	ViT-L/32-384 with Entropy	Detection AUROC (severity 0)	0.99	—	Unverified
4	ViT-L/32-384 with MC Dropout	Detection AUROC (severity 0)	0.99	—	Unverified
5	ViT-L/32-384 with Softmax	Detection AUROC (severity 0)	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MixMamba-Fewshot	10 fold Cross validation	99.93	—	Unverified
2	Few-shot Transformer Covariance	10 fold Cross validation	99.86	—	Unverified
3	MCNN-LSTM	10 fold Cross validation	98.46	—	Unverified
4	CNN	10 fold Cross validation	7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	70_divisions	precision	93.2	—	Unverified
2	60_divisions	precision	93.2	—	Unverified
3	80_divisions	precision	93.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MINTIME-XC	AUC	94.25	—	Unverified
2	SlowFast R-50	AUC	90.86	—	Unverified
3	MINTIME-EF	AUC	90.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DenseNet121	Robustness Score	0.91	—	Unverified
2	ResNet 50	Robustness Score	0.9	—	Unverified
3	VGG-16	Robustness Score	0.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BIOSCAN_1M_order_classifier	Macro F1	92.65	—	Unverified
2	BIOSCAN_1M_family_classifier	Macro F1	91.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	62.5	—	Unverified
2	OPT-125M	Test Accuracy	61.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	75.71	—	Unverified
2	OPT-125M	Test Accuracy	75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	1 shot Micro-F1	96.86	—	Unverified
2	BiLSTM-CRF	1 shot Micro-F1	82.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SVM	F1-score (Weighted)	86.19	—	Unverified
2	RoBERTa	F1-score (Weighted)	78.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GLNet	1:1 Accuracy	95.07	—	Unverified
2	CPM	1:1 Accuracy	50	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	60.89	—	Unverified
2	OPT-125M	Test Accuracy	57.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ELM Neuron	Accuracy (%)	82	—	Unverified
2	LSTM	Accuracy (%)	10	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	90.78	—	Unverified
2	OPT-125M	Test Accuracy	85.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	56.14	—	Unverified
2	OPT-125M	Test Accuracy	53.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPT-1.3B	Test Accuracy	64.16	—	Unverified
2	OPT-125M	Test Accuracy	59.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MambaNet	AUROC	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RandomForestClassifier	Accuracy	82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN + Attention + LSTM + CNN	Accuracy (%)	86.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WeaSEL	1:1 Accuracy	86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DINO	F1 score	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AAPSO-Deep Feature Selection	Accuracy	98.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	Validation Accuracy	93.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet8×4	Accuracy	77.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-L/16 (Background)	Accuracy on Brightness Corrupted Images	99.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Random Forest	AUC	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	lstm	Accuracy	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MSTP	Accuracy	95.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RECALL	Overall accuracy after last sequence	57.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RECALL	Overall accuracy after last sequence	4,065	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RRWNet	Accuracy	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TD-CNN- Attention	F1 score	99.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-RN50x64	1-of-100 Accuracy	61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SVM	F1 (%)	97.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RRWNet	Accuracy	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HSQformer	AUC	83.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WaferSegClassNet	Accuracy	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	C-Tran, preprocessing, augmentation	ML F1	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	μ RadNet	1:1 Accuracy	99.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Resnet 50	Accuracy (% )	92.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RRWNet	Accuracy	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	pFedBreD_ns_mg	Accuracy	73.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGD_ss	F1 (Seqeval)	2,020	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LangGas	Frame Level Accuracy	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	1DCNN-ResNet	macro f1 score (A(100), B(100), C(100) Avg.)	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BRIDGE	Accuracy	25.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MSI-H Transformer	AUPRC	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BRIDGE	Accuracy	42.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BRIDGE	Accuracy	36.2	—	Unverified