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 8851–8875 of 10420 papers

Title	Date	Tasks	Status
Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN	Jan 25, 2021	ClassificationDimensionality Reduction	CodeCode Available
Quantum Computing Supported Adversarial Attack-Resilient Autonomous Vehicle Perception Module for Traffic Sign Classification	Apr 17, 2025	Adversarial AttackDeep Learning	CodeCode Available
MixFormer: Mixing Features across Windows and Dimensions	Apr 6, 2022	image-classificationImage Classification	CodeCode Available
MixDiff: Mixing Natural and Synthetic Images for Robust Self-Supervised Representations	Jun 18, 2024	Image ClassificationSelf-Supervised Learning	CodeCode Available
Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification	Feb 12, 2024	image-classificationImage Classification	CodeCode Available
Hyperspectral Image Classification in the Presence of Noisy Labels	Sep 12, 2018	ClassificationGeneral Classification	CodeCode Available
CompactNet: Platform-Aware Automatic Optimization for Convolutional Neural Networks	May 28, 2019	CPUimage-classification	CodeCode Available
Attention Masks Help Adversarial Attacks to Bypass Safety Detectors	Nov 7, 2024	Adversarial Attackimage-classification	CodeCode Available
Safety Verification of Deep Neural Networks	Oct 21, 2016	Adversarial AttackAdversarial Defense	CodeCode Available
Neural Networks Trained on Natural Scenes Exhibit Gestalt Closure	Mar 4, 2019	Image Classification	CodeCode Available
Hyperspectral Image Classification via Transformer-based Spectral-Spatial Attention Decoupling and Adaptive Gating	Jun 10, 2025	ClassificationHyperspectral Image Classification	CodeCode Available
Hyperspectral image classification via a random patches network	May 22, 2018	ClassificationFew-Shot Image Classification	CodeCode Available
Hyperspectral Image Classification via Sparse Representation With Incremental Dictionaries	Nov 6, 2019	ClassificationHyperspectral Image Classification	CodeCode Available
Compact Global Descriptor for Neural Networks	Jul 23, 2019	Audio ClassificationDeep Attention	CodeCode Available
Hyperspectral Image Classification with Markov Random Fields and a Convolutional Neural Network	May 1, 2017	ClassificationGeneral Classification	CodeCode Available
Compact Bilinear Pooling	Nov 19, 2015	Face RecognitionFew-Shot Learning	CodeCode Available
Domain-Specific Pre-training Improves Confidence in Whole Slide Image Classification	Feb 20, 2023	image-classificationImage Classification	CodeCode Available
Compact and De-biased Negative Instance Embedding for Multi-Instance Learning on Whole-Slide Image Classification	Feb 16, 2024	image-classificationImage Classification	CodeCode Available
Hyperspectral Image Classification With Contrastive Graph Convolutional Network	May 11, 2022	ClassificationContrastive Learning	CodeCode Available
Combined Depth Space based Architecture Search For Person Re-identification	Apr 9, 2021	image-classificationImage Classification	CodeCode Available
PadChannel: Improving CNN Performance through Explicit Padding Encoding	Nov 13, 2023	image-classificationImage Classification	CodeCode Available
Learning Representations by Maximizing Mutual Information Across Views	Jun 3, 2019	Data AugmentationImage Classification	CodeCode Available
ColorNet: Investigating the importance of color spaces for image classification	Feb 1, 2019	ClassificationGeneral Classification	CodeCode Available
Deeply-supervised Knowledge Synergy	Jun 3, 2019	General Classificationimage-classification	CodeCode Available
Mixture of Self-Supervised Learning	Jul 27, 2023	Classificationimage-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