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 3751–3775 of 10420 papers

Title	Date	Tasks	Status	Score
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble	Mar 9, 2017	General Classificationimage-classification	CodeCode Available	5
Expanding-and-Shrinking Binary Neural Networks	Mar 31, 2025	Binarizationimage-classification	CodeCode Available	5
AutoGAN: Neural Architecture Search for Generative Adversarial Networks	Aug 11, 2019	image-classificationImage Classification	CodeCode Available	5
DCFNet: Deep Neural Network with Decomposed Convolutional Filters	Feb 12, 2018	General Classificationimage-classification	CodeCode Available	5
Image-Caption Encoding for Improving Zero-Shot Generalization	Feb 5, 2024	image-classificationImage Classification	CodeCode Available	5
Expeditious Saliency-guided Mix-up through Random Gradient Thresholding	Dec 9, 2022	Classifier calibrationImage Classification	CodeCode Available	5
Saccader: Improving Accuracy of Hard Attention Models for Vision	Aug 20, 2019	Hard Attentionimage-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
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
Distilling Effective Supervision from Severe Label Noise	Oct 1, 2019	Image Classification	CodeCode Available	5
DBIA: Data-free Backdoor Injection Attack against Transformer Networks	Nov 22, 2021	Backdoor Attackimage-classification	CodeCode Available	5
Robust Stable Spiking Neural Networks	May 31, 2024	Autonomous Drivingimage-classification	CodeCode Available	5
AutoFCL: Automatically Tuning Fully Connected Layers for Handling Small Dataset	Jan 22, 2020	Bayesian Optimizationimage-classification	CodeCode Available	5
Explainability of Deep Neural Networks for Brain Tumor Detection	Oct 10, 2024	Data AugmentationDecision Making	CodeCode Available	5
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks	Jun 1, 2018	image-classificationImage Classification	CodeCode Available	5
ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset	May 16, 2024	image-classificationImage Classification	CodeCode Available	5
Identifying Bias in Deep Neural Networks Using Image Transforms	Dec 17, 2024	image-classificationImage Classification	CodeCode Available	5
Identifying Transients in the Dark Energy Survey using Convolutional Neural Networks	Mar 18, 2022	Astronomyimage-classification	CodeCode Available	5
C-Net: A Reliable Convolutional Neural Network for Biomedical Image Classification	Oct 30, 2020	ClassificationGeneral Classification	CodeCode Available	5
Rotation equivariant vector field networks	Dec 29, 2016	Breast Tumour ClassificationColorectal Gland Segmentation:	CodeCode Available	5
Adaptive Activation Functions for Predictive Modeling with Sparse Experimental Data	Feb 8, 2024	image-classificationImage Classification	CodeCode Available	5
Identifying Adversarially Attackable and Robust Samples	Jan 30, 2023	Active LearningAdversarial Attack	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
Image Classification Using Singular Value Decomposition and Optimization	Dec 10, 2024	Classificationimage-classification	CodeCode Available	5
Dataset Distillation with Infinitely Wide Convolutional Networks	Jul 27, 2021	Dataset Distillationimage-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