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 851–900 of 12815 papers

Title	Date	Tasks	Status	Hype
LangGas: Introducing Language in Selective Zero-Shot Background Subtraction for Semi-Transparent Gas Leak Detection with a New Dataset	Mar 4, 2025	Classificationobject-detection	CodeCode Available	1
Homepage2Vec: Language-Agnostic Website Embedding and Classification	Jan 10, 2022	Classification	CodeCode Available	1
Large Language Models are Good Prompt Learners for Low-Shot Image Classification	Dec 7, 2023	ClassificationFew-Shot Image Classification	CodeCode Available	1
Large Language Models Are Zero-Shot Text Classifiers	Dec 2, 2023	Classificationtext-classification	CodeCode Available	1
Large-Scale Multi-Label Text Classification on EU Legislation	Jun 5, 2019	ClassificationGeneral Classification	CodeCode Available	1
Large Scale Multimodal Classification Using an Ensemble of Transformer Models and Co-Attention	Nov 23, 2020	ClassificationGeneral Classification	CodeCode Available	1
Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification	Mar 17, 2020	Action ClassificationClassification	CodeCode Available	1
LEAF: A Learnable Frontend for Audio Classification	Jan 21, 2021	Audio ClassificationClassification	CodeCode Available	1
An Amharic News Text classification Dataset	Mar 10, 2021	ArticlesClassification	CodeCode Available	1
Learning Attentive Pairwise Interaction for Fine-Grained Classification	Feb 24, 2020	ClassificationFine-Grained Image Classification	CodeCode Available	1
Learning Bottleneck Concepts in Image Classification	Apr 20, 2023	Classificationimage-classification	CodeCode Available	1
Learning Data Augmentation with Online Bilevel Optimization for Image Classification	Jun 25, 2020	Bilevel OptimizationClassification	CodeCode Available	1
Learning Inner-Group Relations on Point Clouds	Aug 27, 2021	3D Classification3D Point Cloud Classification	CodeCode Available	1
Learning Interpretable Rules for Scalable Data Representation and Classification	Oct 22, 2023	Classification	CodeCode Available	1
An Analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks	Jan 27, 2022	ClassificationEnsemble Learning	CodeCode Available	1
Learning Optimal Fair Classification Trees: Trade-offs Between Interpretability, Fairness, and Accuracy	Jan 24, 2022	ClassificationFairness	CodeCode Available	1
Attention-Based Second-Order Pooling Network for Hyperspectral Image Classification	Jan 14, 2021	ClassificationHyperspectral Image Classification	CodeCode Available	1
Learning to Affiliate: Mutual Centralized Learning for Few-shot Classification	Jun 10, 2021	ClassificationFew-Shot Learning	CodeCode Available	1
A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series	Jul 5, 2017	ClassificationEEG	CodeCode Available	1
Learning to Learn Parameterized Classification Networks for Scalable Input Images	Jul 13, 2020	ClassificationGeneral Classification	CodeCode Available	1
Adversarial Feature Augmentation and Normalization for Visual Recognition	Mar 22, 2021	ClassificationData Augmentation	CodeCode Available	1
Leaving Reality to Imagination: Robust Classification via Generated Datasets	Feb 5, 2023	ClassificationRobust classification	CodeCode Available	1
Less is More: Adaptive Curriculum Learning for Thyroid Nodule Diagnosis	Jul 2, 2022	Classification	CodeCode Available	1
A Tensor SVD-based Classification Algorithm Applied to fMRI Data	Oct 31, 2021	Classification	CodeCode Available	1
LifeLonger: A Benchmark for Continual Disease Classification	Apr 12, 2022	Classificationclass-incremental learning	CodeCode Available	1
Light Curve Classification with DistClassiPy: a new distance-based classifier	Mar 18, 2024	AstronomyClassification	CodeCode Available	1
Lightweight Modules for Efficient Deep Learning based Image Restoration	Jul 11, 2020	ClassificationDeep Learning	CodeCode Available	1
Like a Good Nearest Neighbor: Practical Content Moderation and Text Classification	Feb 17, 2023	ClassificationContrastive Learning	CodeCode Available	1
LLMs as Visual Explainers: Advancing Image Classification with Evolving Visual Descriptions	Nov 20, 2023	AttributeClassification	CodeCode Available	1
LML-DAP: Language Model Learning a Dataset for Data-Augmented Prediction	Sep 27, 2024	ClassificationFeature Engineering	CodeCode Available	1
Locality Preserving Dense Graph Convolutional Networks with Graph Context-Aware Node Representations	Oct 12, 2020	ClassificationDecoder	CodeCode Available	1
Localizing Semantic Patches for Accelerating Image Classification	Jun 7, 2022	ClassificationGeneral Classification	CodeCode Available	1
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study	Aug 29, 2022	Classificationimage-classification	CodeCode Available	1
Long-Tailed Recognition via Weight Balancing	Mar 27, 2022	ClassificationLong-tail Learning	CodeCode Available	1
Low-Resource Music Genre Classification with Cross-Modal Neural Model Reprogramming	Nov 2, 2022	ClassificationGenre classification	CodeCode Available	1
LPT: Long-tailed Prompt Tuning for Image Classification	Oct 3, 2022	Classificationimage-classification	CodeCode Available	1
A Survey on Text Classification: From Shallow to Deep Learning	Aug 2, 2020	ClassificationDeep Learning	CodeCode Available	1
Malware Classification Using Static Disassembly and Machine Learning	Dec 10, 2021	BIG-bench Machine LearningClassification	CodeCode Available	1
Asymmetric Loss For Multi-Label Classification	Sep 29, 2020	ClassificationGeneral Classification	CodeCode Available	1
MambaTab: A Plug-and-Play Model for Learning Tabular Data	Jan 16, 2024	ClassificationMamba	CodeCode Available	1
MasakhaNEWS: News Topic Classification for African languages	Apr 19, 2023	ClassificationFew-Shot Learning	CodeCode Available	1
MASA-TCN: Multi-anchor Space-aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition	Aug 30, 2023	ClassificationEEG	CodeCode Available	1
Masked Latent Prediction and Classification for Self-Supervised Audio Representation Learning	Feb 17, 2025	Audio ClassificationAudio Tagging	CodeCode Available	1
MASKER: Masked Keyword Regularization for Reliable Text Classification	Dec 17, 2020	ClassificationDomain Generalization	CodeCode Available	1
Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification	Dec 9, 2020	Anomaly DetectionAtrial Fibrillation Detection	CodeCode Available	1
Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2	Nov 24, 2024	ClassificationDiagnostic	CodeCode Available	1
A Survey of Deep Learning Techniques for Weed Detection from Images	Mar 2, 2021	ClassificationGeneral Classification	CodeCode Available	1
Membership Inference Attacks and Defenses in Classification Models	Feb 27, 2020	ClassificationGeneral Classification	CodeCode Available	1
MetaAudio: A Few-Shot Audio Classification Benchmark	Apr 5, 2022	Audio ClassificationClassification	CodeCode Available	1
Asymmetric Polynomial Loss For Multi-Label Classification	Apr 10, 2023	Classificationimage-classification	CodeCode Available	1

Show:10 25 50

← PrevPage 18 of 257Next →

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