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 4091–4100 of 10420 papers

Title	Date	Tasks	Status
Analyzing Classifiers: Fisher Vectors and Deep Neural Networks	Dec 1, 2015	ClassificationGeneral Classification	—Unverified
Few-shot crack image classification using clip based on bayesian optimization	Mar 1, 2025	Bayesian OptimisationBayesian Optimization	—Unverified
Computation and Communication Efficient Lightweighting Vertical Federated Learning for Smart Building IoT	Mar 30, 2024	Computational EfficiencyFederated Learning	—Unverified
Few-Shot Histopathology Image Classification: Evaluating State-of-the-Art Methods and Unveiling Performance Insights	Aug 25, 2024	ClassificationFew-Shot Learning	—Unverified
Adaptive Pixel-wise Structured Sparse Network for Efficient CNNs	Oct 21, 2020	DenoisingGeneral Classification	—Unverified
Half-CNN: A General Framework for Whole-Image Regression	Dec 22, 2014	ClassificationFace Detection	—Unverified
Depth Estimation with Simplified Transformer	Apr 28, 2022	Autonomous DrivingDepth Estimation	—Unverified
Beyond Batch Learning: Global Awareness Enhanced Domain Adaptation	Feb 10, 2025	Decision MakingDomain Adaptation	—Unverified
Estimating the Generalization in Deep Neural Networks via Sparsity	Apr 2, 2021	Image Classification	—Unverified
Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework	Dec 3, 2022	Federated Learningimage-classification	—Unverified

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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