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 651–700 of 12815 papers

Title	Date	Tasks	Status	Hype
Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification	Dec 24, 2020	ClassificationGeneral Classification	CodeCode Available	1
Attention-Based Second-Order Pooling Network for Hyperspectral Image Classification	Jan 14, 2021	ClassificationHyperspectral Image Classification	CodeCode Available	1
Active Learning for Deep Object Detection via Probabilistic Modeling	Mar 30, 2021	Active LearningClassification	CodeCode Available	1
Deep Prototypical Networks with Hybrid Residual Attention for Hyperspectral Image Classification	Jun 25, 2020	ClassificationGeneral Classification	CodeCode Available	1
Deep Semi-Supervised Learning for Time Series Classification	Feb 6, 2021	ClassificationData Augmentation	CodeCode Available	1
Deep Subdomain Adaptation Network for Image Classification	Jun 17, 2021	ClassificationDomain Adaptation	CodeCode Available	1
Deep Triplet Hashing Network for Case-based Medical Image Retrieval	Jan 29, 2021	ClassificationDeep Hashing	CodeCode Available	1
DeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learning	Oct 9, 2018	ClassificationDeep Learning	CodeCode Available	1
DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds	Nov 16, 2021	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Delving Deep into Label Smoothing	Nov 25, 2020	ClassificationGeneral Classification	CodeCode Available	1
Denoising Multi-Source Weak Supervision for Neural Text Classification	Oct 9, 2020	ClassificationDenoising	CodeCode Available	1
Dense Dilated Convolutions Merging Network for Land Cover Classification	Mar 9, 2020	ClassificationGeneral Classification	CodeCode Available	1
A Two-Stage Approach to Device-Robust Acoustic Scene Classification	Nov 3, 2020	Acoustic Scene ClassificationClassification	CodeCode Available	1
Destruction and Construction Learning for Fine-Grained Image Recognition	Jun 1, 2019	ClassificationFine-Grained Image Classification	CodeCode Available	1
DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification	Jun 17, 2022	Classificationimage-classification	CodeCode Available	1
A Hybrid Classification Approach using Topic Modeling and Graph Convolution Networks	Sep 19, 2020	ClassificationGeneral Classification	CodeCode Available	1
Differentiable Euler Characteristic Transforms for Shape Classification	Oct 11, 2023	ClassificationPoint Cloud Classification	CodeCode Available	1
Differentiable Tracking-Based Training of Deep Learning Sound Source Localizers	Oct 29, 2021	ClassificationDeep Learning	CodeCode Available	1
DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification	Mar 19, 2023	ClassificationDiabetic Retinopathy Grading	CodeCode Available	1
Open-Pose 3D Zero-Shot Learning: Benchmark and Challenges	Dec 12, 2023	3D Object ClassificationClassification	CodeCode Available	1
A Transformer-based deep neural network model for SSVEP classification	Oct 9, 2022	Brain Computer InterfaceClassification	CodeCode Available	1
DiscSense: Automated Semantic Analysis of Discourse Markers	Jun 2, 2020	ClassificationGeneral Classification	CodeCode Available	1
Disjoint-CNN for Multivariate Time Series Classification	Jan 20, 2022	ClassificationDeep Learning	CodeCode Available	1
Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification	Oct 22, 2021	ClassificationGraph Neural Network	CodeCode Available	1
AICCA: AI-driven Cloud Classification Atlas	Sep 29, 2022	Classification	CodeCode Available	1
AID: A Benchmark Dataset for Performance Evaluation of Aerial Scene Classification	Aug 18, 2016	Aerial Scene ClassificationClassification	CodeCode Available	1
A Survey on Text Classification: From Shallow to Deep Learning	Aug 2, 2020	ClassificationDeep Learning	CodeCode Available	1
AIDeveloper: deep learning image classification in life science and beyond	Mar 5, 2020	Blood Cell CountClassification	CodeCode Available	1
Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization	May 24, 2024	ClassificationFederated Learning	CodeCode Available	1
DNA Sequence Classification with Compressors	Jan 25, 2024	Classification	CodeCode Available	1
AIO-P: Expanding Neural Performance Predictors Beyond Image Classification	Nov 30, 2022	2D Human Pose EstimationClassification	CodeCode Available	1
DocSCAN: Unsupervised Text Classification via Learning from Neighbors	May 9, 2021	ClassificationClustering	CodeCode Available	1
Does VLM Classification Benefit from LLM Description Semantics?	Dec 16, 2024	Classificationimage-classification	CodeCode Available	1
Domain-Adaptive Text Classification with Structured Knowledge from Unlabeled Data	Jun 20, 2022	ClassificationDomain Adaptation	CodeCode Available	1
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification	Sep 12, 2022	ClassificationData Augmentation	CodeCode Available	1
Do Vision Transformers See Like Convolutional Neural Networks?	Aug 19, 2021	Classificationimage-classification	CodeCode Available	1
Dual-Branch Subpixel-Guided Network for Hyperspectral Image Classification	Dec 5, 2024	ClassificationDiagnostic	CodeCode Available	1
Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation	Jan 21, 2022	ClassificationContrastive Learning	CodeCode Available	1
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	Nov 17, 2020	ClassificationContrastive Learning	CodeCode Available	1
Dynamic Cross-Modal Feature Interaction Network for Hyperspectral and LiDAR Data Classification	Mar 10, 2025	Classification	CodeCode Available	1
Early Classification of Time Series: Taxonomy and Benchmark	Jun 26, 2024	ClassificationEarly Classification	CodeCode Available	1
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANs	Dec 26, 2020	ClassificationData Augmentation	CodeCode Available	1
ECLARE: Extreme Classification with Label Graph Correlations	Jul 31, 2021	ClassificationExtreme Multi-Label Classification	CodeCode Available	1
EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification	Jul 8, 2021	Brain Computer InterfaceClassification	CodeCode Available	1
Efficient and Accurate Pneumonia Detection Using a Novel Multi-Scale Transformer Approach	Aug 8, 2024	ClassificationComputational Efficiency	CodeCode Available	1
Efficient and Compact Convolutional Neural Network Architectures for Non-temporal Real-time Fire Detection	Oct 17, 2020	Binary ClassificationClassification	CodeCode Available	1
Benchmarking and scaling of deep learning models for land cover image classification	Nov 18, 2021	BenchmarkingClassification	CodeCode Available	1
Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes	Oct 8, 2024	ArticlesClassification	CodeCode Available	1
Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTM	Nov 12, 2020	Atrial Fibrillation DetectionClassification	CodeCode Available	1
AlleNoise: large-scale text classification benchmark dataset with real-world label noise	Jun 24, 2024	ClassificationLearning with noisy labels	CodeCode Available	1

Show:10 25 50

← PrevPage 14 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