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 1751–1775 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
A Novel lightweight Convolutional Neural Network, ExquisiteNetV2	May 19, 2021	ClassificationImage Classification	CodeCode Available	1	5
Evaluating the Adversarial Robustness of Adaptive Test-time Defenses	Feb 28, 2022	Adversarial Robustnessimage-classification	CodeCode Available	1	5
Adaptive Rational Activations to Boost Deep Reinforcement Learning	Feb 18, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	1	5
Reduced Precision Floating-Point Optimization for Deep Neural Network On-Device Learning on MicroControllers	May 30, 2023	Continual Learningimage-classification	CodeCode Available	1	5
Co^2L: Contrastive Continual Learning	Jun 28, 2021	Continual LearningContrastive Learning	CodeCode Available	1	5
Evaluating histopathology transfer learning with ChampKit	Jun 14, 2022	BenchmarkingCell Detection	CodeCode Available	1	5
RegionCLIP: Region-based Language-Image Pretraining	Dec 16, 2021	image-classificationImage Classification	CodeCode Available	1	5
Region Comparison Network for Interpretable Few-shot Image Classification	Sep 8, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1	5
EViT: An Eagle Vision Transformer with Bi-Fovea Self-Attention	Oct 10, 2023	Computational Efficiencyimage-classification	CodeCode Available	1	5
EXACT: How to Train Your Accuracy	May 19, 2022	General Classificationimage-classification	CodeCode Available	1	5
Circumventing Outliers of AutoAugment with Knowledge Distillation	Mar 25, 2020	Data AugmentationGeneral Classification	CodeCode Available	1	5
Evaluating the visualization of what a Deep Neural Network has learned	Sep 21, 2015	ClassificationGeneral Classification	CodeCode Available	1	5
Evidential Turing Processes	Jun 2, 2021	Image ClassificationUncertainty Quantification	CodeCode Available	1	5
Evaluation of Deep Neural Network Domain Adaptation Techniques for Image Recognition	Sep 28, 2021	Domain Adaptationimage-classification	CodeCode Available	1	5
Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels	Jan 13, 2021	image-classificationImage Classification	CodeCode Available	1	5
Relational Surrogate Loss Learning	Feb 26, 2022	image-classificationImage Classification	CodeCode Available	1	5
Co2L: Contrastive Continual Learning	Jan 1, 2021	Continual LearningContrastive Learning	CodeCode Available	1	5
Evolutionary Neural AutoML for Deep Learning	Feb 18, 2019	AutoMLDeep Learning	CodeCode Available	1	5
Evolving Attention with Residual Convolutions	Feb 20, 2021	image-classificationImage Classification	CodeCode Available	1	5
Class-Aware Contrastive Semi-Supervised Learning	Mar 4, 2022	Image ClassificationPseudo Label	CodeCode Available	1	5
Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification	Jan 1, 2023	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1	5
Class-Balanced Active Learning for Image Classification	Oct 9, 2021	Active LearningClassification	CodeCode Available	1	5
Class-Balanced Distillation for Long-Tailed Visual Recognition	Apr 12, 2021	Image ClassificationKnowledge Distillation	CodeCode Available	1	5
Class-Balanced Loss Based on Effective Number of Samples	Jan 16, 2019	Image ClassificationLong-tail Learning	CodeCode Available	1	5
LR-Net: A Block-based Convolutional Neural Network for Low-Resolution Image Classification	Jul 19, 2022	Classificationimage-classification	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