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 10176–10200 of 10420 papers

Title	Date	Tasks	Status
Batch Normalization: Accelerating Deep Network Training byReducing Internal Covariate Shift	Jul 7, 2015	General Classificationimage-classification	—Unverified
Recipe recognition with large multimodal food dataset	Jul 3, 2015	Image ClassificationText Classification	CodeCode Available
Polarimetric Hierarchical Semantic Model and Scattering Mechanism Based PolSAR Image Classification	Jul 1, 2015	General Classificationimage-classification	—Unverified
Summarization of Multi-Document Topic Hierarchies using Submodular Mixtures	Jul 1, 2015	Image ClassificationText Classification	—Unverified
Learning to Detect Blue-white Structures in Dermoscopy Images with Weak Supervision	Jun 30, 2015	General Classificationimage-classification	—Unverified
Online Learning to Sample	Jun 30, 2015	image-classificationImage Classification	—Unverified
Network Representation Learning with Rich Text Information	Jun 24, 2015	General Classificationimage-classification	CodeCode Available
Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning	Jun 16, 2015	ClassificationDictionary Learning	CodeCode Available
Multi-path Convolutional Neural Networks for Complex Image Classification	Jun 15, 2015	ClassificationGeneral Classification	CodeCode Available
On-the-Job Learning with Bayesian Decision Theory	Jun 10, 2015	General Classificationimage-classification	CodeCode Available
Stacked What-Where Auto-encoders	Jun 8, 2015	DecoderImage Classification	CodeCode Available
SVM and ELM: Who Wins? Object Recognition with Deep Convolutional Features from ImageNet	Jun 8, 2015	General Classificationimage-classification	—Unverified
Hyperspectral Image Classification and Clutter Detection via Multiple Structural Embeddings and Dimension Reductions	Jun 3, 2015	AttributeGeneral Classification	—Unverified
Hyper-Class Augmented and Regularized Deep Learning for Fine-Grained Image Classification	Jun 1, 2015	Fine-Grained Image ClassificationGeneral Classification	—Unverified
From Dictionary of Visual Words to Subspaces: Locality-Constrained Affine Subspace Coding	Jun 1, 2015	General Classificationimage-classification	—Unverified
DevNet: A Deep Event Network for Multimedia Event Detection and Evidence Recounting	Jun 1, 2015	Action RecognitionEvent Detection	—Unverified
Deep Multiple Instance Learning for Image Classification and Auto-Annotation	Jun 1, 2015	ClassificationDeep Learning	—Unverified
Saliency Detection by Multi-Context Deep Learning	Jun 1, 2015	Deep Learningimage-classification	—Unverified
Learning From Massive Noisy Labeled Data for Image Classification	Jun 1, 2015	ClassificationGeneral Classification	—Unverified
Modeling Local and Global Deformations in Deep Learning: Epitomic Convolution, Multiple Instance Learning, and Sliding Window Detection	Jun 1, 2015	General Classificationimage-classification	—Unverified
Learning Graph Structure for Multi-Label Image Classification via Clique Generation	Jun 1, 2015	General Classificationimage-classification	—Unverified
From Categories to Subcategories: Large-Scale Image Classification With Partial Class Label Refinement	Jun 1, 2015	ClassificationGeneral Classification	—Unverified
Exemplar SVMs as Visual Feature Encoders	Jun 1, 2015	image-classificationImage Classification	—Unverified
Three Viewpoints Toward Exemplar SVM	Jun 1, 2015	ClassificationGeneral Classification	—Unverified
Transformation-Invariant Convolutional Jungles	Jun 1, 2015	Face Recognitionimage-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