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 3081–3090 of 10420 papers

Title	Date	Tasks	Status	Score
Improving k-Means Clustering Performance with Disentangled Internal Representations	Jun 5, 2020	ClusteringDeep Clustering	CodeCode Available	5
Learning to Learn from Noisy Labeled Data	Dec 13, 2018	image-classificationImage Classification	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
DisplaceNet: Recognising Displaced People from Images by Exploiting Dominance Level	May 3, 2019	Displaced People RecognitionHumanitarian	CodeCode Available	5
An All-digital 8.6-nJ/Frame 65-nm Tsetlin Machine Image Classification Accelerator	Jan 31, 2025	Allimage-classification	CodeCode Available	5
BEiT v2: Masked Image Modeling with Vector-Quantized Visual Tokenizers	Aug 12, 2022	image-classificationImage Classification	CodeCode Available	5
Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance	Mar 27, 2025	Computational EfficiencyFederated Learning	CodeCode Available	5
Deep Sub-Ensembles for Fast Uncertainty Estimation in Image Classification	Oct 17, 2019	ClassificationGeneral Classification	CodeCode Available	5
Boosting Occluded Image Classification via Subspace Decomposition Based Estimation of Deep Features	Jan 13, 2020	ClassificationGeneral Classification	CodeCode Available	5
An Algorithm for Out-Of-Distribution Attack to Neural Network Encoder	Sep 17, 2020	Dimensionality ReductionGeneral 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	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	RevCol-H	Top 1 Accuracy	90	—	Unverified