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 4076–4100 of 10420 papers

Title	Date	Tasks	Status	Score
Hyperspectral Image Classification in the Presence of Noisy Labels	Sep 12, 2018	ClassificationGeneral Classification	CodeCode Available	5
Hyperspectral Image Classification via Transformer-based Spectral-Spatial Attention Decoupling and Adaptive Gating	Jun 10, 2025	ClassificationHyperspectral Image Classification	CodeCode Available	5
Hyperparameter Ensembles for Robustness and Uncertainty Quantification	Jun 24, 2020	Diversityimage-classification	CodeCode Available	5
Hyper-Process Model: A Zero-Shot Learning algorithm for Regression Problems based on Shape Analysis	Oct 16, 2018	General Classificationimage-classification	CodeCode Available	5
Hyperspectral image classification via a random patches network	May 22, 2018	ClassificationFew-Shot Image Classification	CodeCode Available	5
Compressing Vision Transformers for Low-Resource Visual Learning	Sep 5, 2023	Autonomous Navigationimage-classification	CodeCode Available	5
The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks	May 14, 2024	Adversarial DefenseAdversarial Robustness	CodeCode Available	5
iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition	Apr 22, 2022	Action RecognitionClassification	CodeCode Available	5
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes	Jan 29, 2024	Cross-Domain Few-ShotFew-Shot Image Classification	CodeCode Available	5
Few-Class Arena: A Benchmark for Efficient Selection of Vision Models and Dataset Difficulty Measurement	Nov 2, 2024	image-classificationImage Classification	CodeCode Available	5
Cross-domain Open-world Discovery	Jun 17, 2024	image-classificationImage Classification	CodeCode Available	5
A self-interpretable module for deep image classification on small data	Aug 5, 2022	image-classificationImage Classification	CodeCode Available	5
Cross-Domain Image Classification through Neural-Style Transfer Data Augmentation	Oct 12, 2019	ClassificationData Augmentation	CodeCode Available	5
The Treasure beneath Convolutional Layers: Cross-convolutional-layer Pooling for Image Classification	Nov 27, 2014	General Classificationimage-classification	CodeCode Available	5
Feature Extractor Stacking for Cross-domain Few-shot Learning	May 12, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	5
The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better	Jun 7, 2024	image-classificationImage Classification	CodeCode Available	5
Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation	Jul 18, 2022	ClassificationFine-Grained Image Classification	CodeCode Available	5
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark	Oct 1, 2019	DiversityImage Classification	CodeCode Available	5
Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images	Aug 22, 2018	Computational EfficiencyGeneral Classification	CodeCode Available	5
HyperbolicLR: Epoch insensitive learning rate scheduler	Jul 21, 2024	image-classificationImage Classification	CodeCode Available	5
Hyperbolic Sliced-Wasserstein via Geodesic and Horospherical Projections	Nov 18, 2022	image-classificationImage Classification	CodeCode Available	5
Cross-domain Contrastive Learning for Unsupervised Domain Adaptation	Jun 10, 2021	ClusteringContrastive Learning	CodeCode Available	5
On Biases in a UK Biobank-based Retinal Image Classification Model	Jul 30, 2024	Fairnessimage-classification	CodeCode Available	5
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification	Feb 18, 2019	ClassificationGeneral 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