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 9776–9800 of 10420 papers

Title	Date	Tasks	Status
Deep Active Learning with Augmentation-based Consistency Estimation	Nov 5, 2020	Active LearningData Augmentation	CodeCode Available
BEiT v2: Masked Image Modeling with Vector-Quantized Visual Tokenizers	Aug 12, 2022	image-classificationImage Classification	CodeCode Available
Privacy Enhancement for Cloud-Based Few-Shot Learning	May 10, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available
Learning rotation invariant convolutional filters for texture classification	Apr 22, 2016	ClassificationGeneral Classification	CodeCode Available
Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness	May 31, 2019	Adversarial AttackAdversarial Attack Detection	CodeCode Available
Learning Self-Supervised Representations for Label Efficient Cross-Domain Knowledge Transfer on Diabetic Retinopathy Fundus Images	Apr 20, 2023	ClassificationContrastive Learning	CodeCode Available
DED: Diagnostic Evidence Distillation for acne severity grading on face images	Oct 5, 2023	Acne Severity GradingDiagnostic	CodeCode Available
Decoupled Greedy Learning of CNNs	Jan 23, 2019	image-classificationImage Classification	CodeCode Available
Rationally Inattentive Utility Maximization for Interpretable Deep Image Classification	Feb 9, 2021	ClassificationDecision Making	CodeCode Available
No Wrong Turns: The Simple Geometry Of Neural Networks Optimization Paths	Jun 20, 2023	image-classificationImage Classification	CodeCode Available
Adversarial Defense by Suppressing High-frequency Components	Aug 19, 2019	Adversarial DefenseClassification	CodeCode Available
Learning Sparse & Ternary Neural Networks with Entropy-Constrained Trained Ternarization (EC2T)	Apr 2, 2020	image-classificationImage Classification	CodeCode Available
Learning Spatial Regularization with Image-level Supervisions for Multi-label Image Classification	Feb 20, 2017	ClassificationGeneral Classification	CodeCode Available
Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation	Feb 29, 2024	counterfactualimage-classification	CodeCode Available
Adversarial Augmentation for Enhancing Classification of Mammography Images	Feb 20, 2019	Cancer ClassificationClassification	CodeCode Available
BDNet: Bengali Handwritten Numeral Digit Recognition based on Densely connected Convolutional Neural Networks	Jun 10, 2019	General ClassificationHandwritten Digit Recognition	CodeCode Available
BayTTA: Uncertainty-aware medical image classification with optimized test-time augmentation using Bayesian model averaging	Jun 25, 2024	image-classificationImage Classification	CodeCode Available
Bayesian Robust Aggregation for Federated Learning	May 5, 2025	Bayesian InferenceFederated Learning	CodeCode Available
Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion models	Sep 8, 2023	Brain DecodingEEG	CodeCode Available
Learning Symmetrization for Equivariance with Orbit Distance Minimization	Nov 13, 2023	image-classificationImage Classification	CodeCode Available
BSDA: Bayesian Random Semantic Data Augmentation for Medical Image Classification	Mar 10, 2024	Data AugmentationDiversity	CodeCode Available
NUAA-QMUL at SemEval-2020 Task 8: Utilizing BERT and DenseNet for Internet Meme Emotion Analysis	Nov 5, 2020	Emotion Recognitionimage-classification	CodeCode Available
Tensor Train Factorization and Completion under Noisy Data with Prior Analysis and Rank Estimation	Oct 13, 2020	image-classificationImage Classification	CodeCode Available
Null-sampling for Interpretable and Fair Representations	Aug 12, 2020	DisentanglementFairness	CodeCode Available
Learning the Prediction Distribution for Semi-Supervised Learning with Normalising Flows	Jul 6, 2020	AttributeGeneral Classification	CodeCode Available

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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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified