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 1651–1700 of 12815 papers

Title	Date	Tasks	Status	Hype
A Soft Contrastive Learning-based Prompt Model for Few-shot Sentiment Analysis	Dec 16, 2023	ClassificationContrastive Learning	—Unverified	0
scBiGNN: Bilevel Graph Representation Learning for Cell Type Classification from Single-cell RNA Sequencing Data	Dec 16, 2023	ClassificationGraph Representation Learning	—Unverified	0
ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors	Dec 15, 2023	BenchmarkingClassification	—Unverified	0
SeiT++: Masked Token Modeling Improves Storage-efficient Training	Dec 15, 2023	ClassificationData Augmentation	CodeCode Available	1
A Malware Classification Survey on Adversarial Attacks and Defences	Dec 15, 2023	Adversarial AttackClassification	—Unverified	0
A Survey of Classical And Quantum Sequence Models	Dec 15, 2023	Classificationimage-classification	CodeCode Available	1
Reliable Probabilistic Classification with Neural Networks	Dec 15, 2023	Classification	—Unverified	0
Improving Cross-domain Few-shot Classification with Multilayer Perceptron	Dec 15, 2023	ClassificationCross-Domain Few-Shot	CodeCode Available	1
Simple Weak Coresets for Non-Decomposable Classification Measures	Dec 15, 2023	Classification	—Unverified	0
On the calibration of neural networks for histological slide-level classification	Dec 15, 2023	Classificationwhole slide images	CodeCode Available	0
Adversarial Robustness on Image Classification with k-means	Dec 15, 2023	Adversarial RobustnessClassification	—Unverified	0
Topic Bias in Emotion Classification	Dec 14, 2023	ClassificationEmotion Classification	—Unverified	0
MotherNet: Fast Training and Inference via Hyper-Network Transformers	Dec 14, 2023	ClassificationIn-Context Learning	CodeCode Available	1
Radio Signal Classification by Adversarially Robust Quantum Machine Learning	Dec 13, 2023	Classificationimage-classification	—Unverified	0
A Novel Image Classification Framework Based on Variational Quantum Algorithms	Dec 13, 2023	Classificationimage-classification	—Unverified	0
Deep Learning-based Sentiment Classification: A Comparative Survey	Dec 12, 2023	ClassificationDeep Learning	—Unverified	0
Classifying complex documents: comparing bespoke solutions to large language models	Dec 12, 2023	ClassificationLanguage Modeling	—Unverified	0
The Computational Complexity of Concise Hypersphere Classification	Dec 12, 2023	Classification	—Unverified	0
MS-Twins: Multi-Scale Deep Self-Attention Networks for Medical Image Segmentation	Dec 12, 2023	ClassificationImage Classification	—Unverified	0
Open-Pose 3D Zero-Shot Learning: Benchmark and Challenges	Dec 12, 2023	3D Object ClassificationClassification	CodeCode Available	1
Language-Guided Transformer for Federated Multi-Label Classification	Dec 12, 2023	ClassificationFederated Learning	CodeCode Available	1
Classification with Partially Private Features	Dec 11, 2023	Classification	—Unverified	0
RAFIC: Retrieval-Augmented Few-shot Image Classification	Dec 11, 2023	ClassificationFew-Shot Image Classification	CodeCode Available	0
SECNN: Squeeze-and-Excitation Convolutional Neural Network for Sentence Classification	Dec 11, 2023	ClassificationSentence	—Unverified	0
Revisiting the Role of Label Smoothing in Enhanced Text Sentiment Classification	Dec 11, 2023	Classificationimage-classification	—Unverified	0
Fast Classification of Large Time Series Datasets	Dec 10, 2023	ClassificationTime Series	—Unverified	0
Teamwork Dimensions Classification Using BERT	Dec 9, 2023	ClassificationLanguage Modeling	—Unverified	0
A Unified Multi-Phase CT Synthesis and Classification Framework for Kidney Cancer Diagnosis with Incomplete Data	Dec 9, 2023	Cancer ClassificationClassification	—Unverified	0
Mitigating Nonlinear Algorithmic Bias in Binary Classification	Dec 9, 2023	AttributeBinary Classification	—Unverified	0
Hierarchical Fusion for Online Multimodal Dialog Act Classification	Dec 8, 2023	ClassificationDialog Act Classification	CodeCode Available	0
Illicit Darkweb Classification via Natural-language Processing: Classifying Illicit Content of Webpages based on Textual Information	Dec 8, 2023	ClassificationLanguage Modeling	—Unverified	0
Boosting Prompt-Based Self-Training With Mapping-Free Automatic Verbalizer for Multi-Class Classification	Dec 8, 2023	ClassificationFew-Shot Text Classification	CodeCode Available	0
Enhancing Facial Classification and Recognition using 3D Facial Models and Deep Learning	Dec 8, 2023	ClassificationGender Classification	—Unverified	0
Unify Change Point Detection and Segment Classification in a Regression Task for Transportation Mode Identification	Dec 8, 2023	Change Point DetectionClassification	CodeCode Available	0
Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations	Dec 7, 2023	ClassificationLanguage Modelling	CodeCode Available	0
Joint-Individual Fusion Structure with Fusion Attention Module for Multi-Modal Skin Cancer Classification	Dec 7, 2023	Cancer ClassificationClassification	—Unverified	0
Large Language Models are Good Prompt Learners for Low-Shot Image Classification	Dec 7, 2023	ClassificationFew-Shot Image Classification	CodeCode Available	1
Multi-scale Residual Transformer for VLF Lightning Transients Classification	Dec 7, 2023	Classification	—Unverified	0
Comparative Analysis of Multilingual Text Classification & Identification through Deep Learning and Embedding Visualization	Dec 6, 2023	ClassificationClustering	—Unverified	0
Riemannian Complex Matrix Convolution Network for PolSAR Image Classification	Dec 6, 2023	Classificationimage-classification	—Unverified	0
Towards small and accurate convolutional neural networks for acoustic biodiversity monitoring	Dec 6, 2023	Classification	—Unverified	0
Deep Multimodal Fusion for Surgical Feedback Classification	Dec 6, 2023	Classification	—Unverified	0
Lazy-k: Decoding for Constrained Token Classification	Dec 6, 2023	ClassificationStructured Prediction	CodeCode Available	0
DRAFT: Dense Retrieval Augmented Few-shot Topic classifier Framework	Dec 5, 2023	ClassificationIn-Context Learning	CodeCode Available	0
FaultFormer: Pretraining Transformers for Adaptable Bearing Fault Classification	Dec 4, 2023	ClassificationData Augmentation	CodeCode Available	0
Scaling Laws in Jet Classification	Dec 4, 2023	Classification	CodeCode Available	0
MoE-AMC: Enhancing Automatic Modulation Classification Performance Using Mixture-of-Experts	Dec 4, 2023	ClassificationMixture-of-Experts	—Unverified	0
Classification of Home Network Problems with Transformers	Dec 3, 2023	ClassificationDeep Learning	—Unverified	0
Large Language Models Are Zero-Shot Text Classifiers	Dec 2, 2023	Classificationtext-classification	CodeCode Available	1
A Comprehensive Study of Vision Transformers in Image Classification Tasks	Dec 2, 2023	Classificationimage-classification	—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