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 2826–2850 of 10420 papers

Title	Date	Tasks	Status	Score
Biomed-DPT: Dual Modality Prompt Tuning for Biomedical Vision-Language Models	May 8, 2025	Clinical KnowledgeDiagnostic	CodeCode Available	5
Improving Pre-Trained Weights Through Meta-Heuristics Fine-Tuning	Dec 19, 2022	image-classificationImage Classification	CodeCode Available	5
Anchor Loss: Modulating Loss Scale based on Prediction Difficulty	Sep 24, 2019	General Classificationimage-classification	CodeCode Available	5
Improving Pairwise Ranking for Multi-label Image Classification	Apr 11, 2017	ClassificationGeneral Classification	CodeCode Available	5
Improving Prototypical Visual Explanations with Reward Reweighing, Reselection, and Retraining	Jul 8, 2023	image-classificationImage Classification	CodeCode Available	5
Improving Neural Architecture Search Image Classifiers via Ensemble Learning	Mar 14, 2019	Ensemble LearningImage Classification	CodeCode Available	5
Improving Nonlinear Projection Heads using Pretrained Autoencoder Embeddings	Aug 25, 2024	Contrastive Learningimage-classification	CodeCode Available	5
BioLCNet: Reward-modulated Locally Connected Spiking Neural Networks	Sep 12, 2021	Decoderimage-classification	CodeCode Available	5
Improving Axial-Attention Network Classification via Cross-Channel Weight Sharing	Oct 4, 2021	Classificationimage-classification	CodeCode Available	5
Improving model calibration with accuracy versus uncertainty optimization	Dec 14, 2020	image-classificationImage Classification	CodeCode Available	5
Improving Random-Sampling Neural Architecture Search by Evolving the Proxy Search Space	Jan 1, 2021	image-classificationImage Classification	CodeCode Available	5
Improving the repeatability of deep learning models with Monte Carlo dropout	Feb 15, 2022	AttributeBinary Classification	CodeCode Available	5
Improving k-Means Clustering Performance with Disentangled Internal Representations	Jun 5, 2020	ClusteringDeep Clustering	CodeCode Available	5
Language-Driven Anchors for Zero-Shot Adversarial Robustness	Jan 30, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	5
Improving Long-tailed Object Detection with Image-Level Supervision by Multi-Task Collaborative Learning	Oct 11, 2022	ClassificationContrastive Learning	CodeCode Available	5
Data-Driven Neuron Allocation for Scale Aggregation Networks	Apr 20, 2019	Image Classificationobject-detection	CodeCode Available	5
Improving Generalization of Batch Whitening by Convolutional Unit Optimization	Aug 24, 2021	image-classificationImage Classification	CodeCode Available	5
An Automated Ensemble Learning Framework Using Genetic Programming for Image Classification	Jul 1, 2019	ClassificationDiversity	CodeCode Available	5
SynerMix: Synergistic Mixup Solution for Enhanced Intra-Class Cohesion and Inter-Class Separability in Image Classification	Mar 21, 2024	image-classificationImage Classification	CodeCode Available	5
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models	May 2, 2024	image-classificationImage Classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
Bilinear CNNs for Fine-grained Visual Recognition	Apr 29, 2015	Fine-Grained Image ClassificationFine-Grained Visual Recognition	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes	May 9, 2025	Classificationimage-classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage 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