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 951–1000 of 12815 papers

Title	Date	Tasks	Status	Hype	Score
DC3DO: Diffusion Classifier for 3D Objects	Aug 13, 2024	3D Object ClassificationClassification	CodeCode Available	1	5
Destruction and Construction Learning for Fine-Grained Image Recognition	Jun 1, 2019	ClassificationFine-Grained Image Classification	CodeCode Available	1	5
Overlooked Video Classification in Weakly Supervised Video Anomaly Detection	Oct 13, 2022	AllAnomaly Detection	CodeCode Available	1	5
Pairwise Difference Learning for Classification	Jun 28, 2024	Binary ClassificationClassification	CodeCode Available	1	5
A Photonic-Circuits-Inspired Compact Network: Toward Real-Time Wireless Signal Classification at the Edge	Jun 25, 2021	Classification	CodeCode Available	1	5
An evidential classifier based on Dempster-Shafer theory and deep learning	Mar 25, 2021	ClassificationGeneral Classification	CodeCode Available	1	5
Parameterized Hypercomplex Graph Neural Networks for Graph Classification	Mar 30, 2021	ClassificationGeneral Classification	CodeCode Available	1	5
Parametric Instance Classification for Unsupervised Visual Feature Learning	Jun 25, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
Device-Robust Acoustic Scene Classification via Impulse Response Augmentation	May 12, 2023	Acoustic Scene ClassificationAudio Classification	CodeCode Available	1	5
DiagSet: a dataset for prostate cancer histopathological image classification	May 9, 2021	ClassificationGeneral Classification	CodeCode Available	1	5
DECAF: Deep Extreme Classification with Label Features	Aug 1, 2021	ClassificationExtreme Multi-Label Classification	CodeCode Available	1	5
DEAL: Deep Evidential Active Learning for Image Classification	Jul 22, 2020	Active LearningClassification	CodeCode Available	1	5
DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification	Mar 19, 2023	ClassificationDiabetic Retinopathy Grading	CodeCode Available	1	5
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network	Sep 29, 2019	ClassificationGeneral Classification	CodeCode Available	1	5
Decoding the Secrets of Machine Learning in Malware Classification: A Deep Dive into Datasets, Feature Extraction, and Model Performance	Jul 27, 2023	ClassificationMalware Classification	CodeCode Available	1	5
Causal Attention for Interpretable and Generalizable Graph Classification	Dec 30, 2021	ClassificationGraph Attention	CodeCode Available	1	5
Deep Active Learning for Joint Classification & Segmentation with Weak Annotator	Oct 10, 2020	Active LearningClassification	CodeCode Available	1	5
PointCutMix: Regularization Strategy for Point Cloud Classification	Jan 5, 2021	3D Point Cloud ClassificationClassification	CodeCode Available	1	5
Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification	Oct 22, 2021	ClassificationGraph Neural Network	CodeCode Available	1	5
Decoupling Representation and Classifier for Long-Tailed Recognition	Oct 21, 2019	ClassificationGeneral Classification	CodeCode Available	1	5
PointNu-Net: Keypoint-assisted Convolutional Neural Network for Simultaneous Multi-tissue Histology Nuclei Segmentation and Classification	Nov 1, 2021	ClassificationDiversity	CodeCode Available	1	5
POINTVIEW-GCN: 3D SHAPE CLASSIFICATION WITH MULTI-VIEW POINT CLOUDS	Sep 22, 2021	3D Point Cloud Classification3D Shape Classification	CodeCode Available	1	5
Pooling Architecture Search for Graph Classification	Aug 24, 2021	ClassificationGraph Classification	CodeCode Available	1	5
Dense Dilated Convolutions Merging Network for Land Cover Classification	Mar 9, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
Deep Encoder-Decoder Networks for Classification of Hyperspectral and LiDAR Data	Aug 28, 2020	ClassificationDecoder	CodeCode Available	1	5
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning	Mar 15, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1	5
A New Korean Text Classification Benchmark for Recognizing the Political Intents in Online Newspapers	Nov 3, 2023	ArticlesClassification	CodeCode Available	1	5
Deep Hierarchical Classification for Category Prediction in E-commerce System	May 14, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
Deepfake Forensics via An Adversarial Game	Mar 25, 2021	ClassificationDeepFake Detection	CodeCode Available	1	5
Deep Generative Mixture Model for Robust Imbalance Classification	Mar 1, 2023	Classificationimbalanced classification	CodeCode Available	1	5
Deep Generative Classification of Blood Cell Morphology	Aug 16, 2024	Anomaly DetectionClassification	CodeCode Available	1	5
Probabilistic Label Trees for Extreme Multi-label Classification	Sep 23, 2020	ClassificationExtreme Multi-Label Classification	CodeCode Available	1	5
Deep Hypergraph U-Net for Brain Graph Embedding and Classification	Aug 30, 2020	ClassificationDiagnostic	CodeCode Available	1	5
Prompt Tuning on Graph-augmented Low-resource Text Classification	Jul 15, 2023	ArticlesClassification	CodeCode Available	1	5
DeepI2P: Image-to-Point Cloud Registration via Deep Classification	Apr 8, 2021	ClassificationGeneral Classification	CodeCode Available	1	5
Protoformer: Embedding Prototypes for Transformers	Jun 25, 2022	ClassificationGeneral Classification	CodeCode Available	1	5
Deep Label Distribution Learning with Label Ambiguity	Nov 6, 2016	Age EstimationClassification	CodeCode Available	1	5
Denoising Multi-Source Weak Supervision for Neural Text Classification	Oct 9, 2020	ClassificationDenoising	CodeCode Available	1	5
Deep Learning Based EDM Subgenre Classification using Mel-Spectrogram and Tempogram Features	Oct 17, 2021	ClassificationGenre classification	CodeCode Available	1	5
PySensors: A Python Package for Sparse Sensor Placement	Feb 20, 2021	ClassificationGeneral Classification	CodeCode Available	1	5
Dense Label Encoding for Boundary Discontinuity Free Rotation Detection	Nov 19, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
Adversarial examples for generative models	Feb 22, 2017	ClassificationGeneral Classification	CodeCode Available	1	5
Adversarial Attacks on Graph Classifiers via Bayesian Optimisation	Dec 1, 2021	Adversarial RobustnessBayesian Optimisation	CodeCode Available	1	5
Deep Multimodal Guidance for Medical Image Classification	Mar 10, 2022	Brain Tumor ClassificationClassification	CodeCode Available	1	5
Deep Learning for Network Traffic Classification	Jun 2, 2021	BIG-bench Machine LearningClassification	CodeCode Available	1	5
Query Your Model with Definitions in FrameNet: An Effective Method for Frame Semantic Role Labeling	Dec 5, 2022	ClassificationMulti-class Classification	CodeCode Available	1	5
An Expert Annotated Dataset for the Detection of Online Misogyny	Apr 1, 2021	Binary ClassificationClassification	CodeCode Available	1	5
Deep Learning for Musical Form: Recognition and Analysis	Apr 29, 2022	ClassificationDeep Learning	CodeCode Available	1	5
An Exploration of Encoder-Decoder Approaches to Multi-Label Classification for Legal and Biomedical Text	May 9, 2023	ClassificationDecoder	CodeCode Available	1	5
Denoising Masked AutoEncoders Help Robust Classification	Oct 10, 2022	ClassificationDecoder	CodeCode Available	1	5

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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