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 3801–3825 of 10420 papers

Title	Date	Tasks	Status	Score
Image Classification Using Singular Value Decomposition and Optimization	Dec 10, 2024	Classificationimage-classification	CodeCode Available	5
Image Classification with Classic and Deep Learning Techniques	May 11, 2021	ClassificationDeep Learning	CodeCode Available	5
Dataset Condensation Driven Machine Unlearning	Jan 31, 2024	AttributeDataset Condensation	CodeCode Available	5
Image classification in frequency domain with 2SReLU: a second harmonics superposition activation function	Jun 18, 2020	General Classificationimage-classification	CodeCode Available	5
CoA: Chain-of-Action for Generative Semantic Labels	Nov 26, 2024	Autonomous Drivingimage-classification	CodeCode Available	5
ScanMix: Learning from Severe Label Noise via Semantic Clustering and Semi-Supervised Learning	Mar 21, 2021	ClusteringImage Classification	CodeCode Available	5
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble	Mar 9, 2017	General Classificationimage-classification	CodeCode Available	5
Image Classification with CondenseNeXt for ARM-Based Computing Platforms	Jun 26, 2021	Autonomous DrivingClassification	CodeCode Available	5
Data Representations' Study of Latent Image Manifolds	May 31, 2023	image-classificationImage Classification	CodeCode Available	5
AutoCLIP: Auto-tuning Zero-Shot Classifiers for Vision-Language Models	Sep 28, 2023	image-classificationImage Classification	CodeCode Available	5
Coarse-to-Fine Object Tracking Using Deep Features and Correlation Filters	Dec 23, 2020	image-classificationImage Classification	CodeCode Available	5
Explicitly Modeling Pre-Cortical Vision with a Neuro-Inspired Front-End Improves CNN Robustness	Sep 25, 2024	image-classificationImage Classification	CodeCode Available	5
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks	Aug 22, 2022	AllCross-Modal Retrieval	CodeCode Available	5
Data Pruning Can Do More: A Comprehensive Data Pruning Approach for Object Re-identification	Dec 13, 2024	image-classificationImage Classification	CodeCode Available	5
Data Parameters: A New Family of Parameters for Learning a Differentiable Curriculum	Dec 1, 2019	General Classificationimage-classification	CodeCode Available	5
Image-Caption Encoding for Improving Zero-Shot Generalization	Feb 5, 2024	image-classificationImage Classification	CodeCode Available	5
ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation	Oct 7, 2016	Aesthetics Quality AssessmentDomain Adaptation	CodeCode Available	5
Exploiting Invariance in Training Deep Neural Networks	Mar 30, 2021	Image ClassificationObject Detection	CodeCode Available	5
Data-Free Universal Attack by Exploiting the Intrinsic Vulnerability of Deep Models	Mar 28, 2025	image-classificationImage Classification	CodeCode Available	5
Aligning Explanations with Human Communication	May 21, 2025	image-classificationImage Classification	CodeCode Available	5
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
Comparing supervised learning dynamics: Deep neural networks match human data efficiency but show a generalisation lag	Feb 14, 2024	image-classificationImage Classification	CodeCode Available	5
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data	Jun 7, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Identifying Bias in Deep Neural Networks Using Image Transforms	Dec 17, 2024	image-classificationImage Classification	CodeCode Available	5
Identification of Stone Deterioration Patterns with Large Multimodal Models	Jun 5, 2024	Image Classification	CodeCode Available	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