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 4511–4520 of 10420 papers

Title	Date	Tasks	Status
Deep Epitomic Convolutional Neural Networks	Jun 10, 2014	General Classificationimage-classification	—Unverified
Altogether: Image Captioning via Re-aligning Alt-text	Oct 22, 2024	Image Captioningimage-classification	—Unverified
A Machine-Synesthetic Approach To DDoS Network Attack Detection	Jan 13, 2019	Anomaly DetectionGeneral Classification	—Unverified
Deep Ensembles for Low-Data Transfer Learning	Oct 14, 2020	DiversityImage Classification	—Unverified
Adaptive Data Augmentation with Deep Parallel Generative Models	Sep 25, 2019	BIG-bench Machine LearningData Augmentation	—Unverified
Image Classification of Grapevine Buds using Scale-Invariant Features Transform, Bag of Features and Support Vector Machines	May 9, 2016	General Classificationimage-classification	—Unverified
Deep Ensemble Bayesian Active Learning : Addressing the Mode Collapse issue in Monte Carlo dropout via Ensembles	Nov 9, 2018	Active LearningGeneral Classification	—Unverified
Deep Ensemble Bayesian Active Learning : Adressing the Mode Collapse issue in Monte Carlo dropout via Ensembles	May 1, 2019	Active LearningGeneral Classification	—Unverified
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation	Mar 2, 2024	Auxiliary Learningimage-classification	—Unverified
DeepEMD: Few-Shot Image Classification With Differentiable Earth Mover's Distance and Structured Classifiers	Jun 1, 2020	ClassificationFew-Shot Image Classification	—Unverified

Show:10 25 50

← PrevPage 452 of 1042Next →

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