Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1351–1375 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy	Mar 15, 2022	Active LearningClassification	CodeCode Available	1	5
Adaptive Mask Sampling and Manifold to Euclidean Subspace Learning with Distance Covariance Representation for Hyperspectral Image Classification	Apr 7, 2023	Hyperspectral image analysisHyperspectral Image Classification	CodeCode Available	1	5
HS-ResNet: Hierarchical-Split Block on Convolutional Neural Network	Oct 15, 2020	image-classificationImage Classification	CodeCode Available	1	5
Barlow Twins: Self-Supervised Learning via Redundancy Reduction	Mar 4, 2021	General ClassificationImage Classification	CodeCode Available	1	5
Fully Hyperbolic Convolutional Neural Networks for Computer Vision	Mar 28, 2023	Image ClassificationImage Generation	CodeCode Available	1	5
Hyperbolic Image Embeddings	Apr 3, 2019	Few-Shot LearningGeneral Classification	CodeCode Available	1	5
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation	Apr 9, 2018	Brain Segmentationimage-classification	CodeCode Available	1	5
batchboost: regularization for stabilizing training with resistance to underfitting & overfitting	Jan 21, 2020	Image ClassificationSemi-Supervised Image Classification	CodeCode Available	1	5
AdaptiveMix: Improving GAN Training via Feature Space Shrinkage	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1	5
End-to-End Incremental Learning	Jul 25, 2018	image-classificationImage Classification	CodeCode Available	1	5
Convolutional Xformers for Vision	Jan 25, 2022	GPUimage-classification	CodeCode Available	1	5
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction	Mar 27, 2020	Activity Recognition In VideosEvent data classification	CodeCode Available	1	5
Convolution-enhanced Evolving Attention Networks	Dec 16, 2022	image-classificationImage Classification	CodeCode Available	1	5
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift	Feb 11, 2015	General Classificationimage-classification	CodeCode Available	1	5
iBOT: Image BERT Pre-Training with Online Tokenizer	Nov 15, 2021	image-classificationImage Classification	CodeCode Available	1	5
iDAT: inverse Distillation Adapter-Tuning	Mar 23, 2024	image-classificationImage Classification	CodeCode Available	1	5
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare Records	Jan 25, 2020	Disease PredictionGeneral Classification	CodeCode Available	1	5
ChimeraMix: Image Classification on Small Datasets via Masked Feature Mixing	Feb 23, 2022	ClassificationData Augmentation	CodeCode Available	1	5
Image Classification With Small Datasets: Overview and Benchmark	May 5, 2022	Classificationimage-classification	CodeCode Available	1	5
Image Classification with Small Datasets: Overview and Benchmark	Dec 23, 2022	Classificationimage-classification	CodeCode Available	1	5
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks	Feb 4, 2023	Adversarial AttackAdversarial Robustness	CodeCode Available	1	5
Bayesian continual learning and forgetting in neural networks	Apr 18, 2025	Bayesian InferenceContinual Learning	CodeCode Available	1	5
ImageNet-21K Pretraining for the Masses	Apr 22, 2021	Action RecognitionFine-Grained Image Classification	CodeCode Available	1	5
ImageNet Large Scale Visual Recognition Challenge	Sep 1, 2014	General Classificationimage-classification	CodeCode Available	1	5
Energy-Latency Attacks via Sponge Poisoning	Mar 14, 2022	ClassificationFederated Learning	CodeCode Available	1	5

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified