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 3601–3625 of 10420 papers

Title	Date	Tasks	Status	Score
Deep Combinatorial Aggregation	Oct 12, 2022	image-classificationImage Classification	CodeCode Available	5
PUNCH: Positive UNlabelled Classification based information retrieval in Hyperspectral images	Apr 9, 2019	ClassificationGeneral Classification	CodeCode Available	5
Evaluating Defensive Distillation For Defending Text Processing Neural Networks Against Adversarial Examples	Aug 21, 2019	Adversarial TextClassification	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	CodeCode Available	5
ImageNot: A contrast with ImageNet preserves model rankings	Apr 2, 2024	image-classificationImage Classification	CodeCode Available	5
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuse	Oct 3, 2023	feature selectionimage-classification	CodeCode Available	5
Learning Curves for Noisy Heterogeneous Feature-Subsampled Ridge Ensembles	Jul 6, 2023	image-classificationImage Classification	CodeCode Available	5
MetH: A family of high-resolution and variable-shape image challenges	Nov 20, 2019	image-classificationImage Classification	CodeCode Available	5
Image Classification with Classic and Deep Learning Techniques	May 11, 2021	ClassificationDeep Learning	CodeCode Available	5
Deep CNN-based Multi-task Learning for Open-Set Recognition	Mar 7, 2019	DecoderGeneral Classification	CodeCode Available	5
Image Classification with CondenseNeXt for ARM-Based Computing Platforms	Jun 26, 2021	Autonomous DrivingClassification	CodeCode Available	5
Image Classification Using Singular Value Decomposition and Optimization	Dec 10, 2024	Classificationimage-classification	CodeCode Available	5
Deep Categorization with Semi-Supervised Self-Organizing Maps	Jun 17, 2020	Clusteringimage-classification	CodeCode Available	5
Automatic Recognition of Learning Resource Category in a Digital Library	Nov 28, 2023	document-image-classificationDocument Image Classification	CodeCode Available	5
Image classification in frequency domain with 2SReLU: a second harmonics superposition activation function	Jun 18, 2020	General Classificationimage-classification	CodeCode Available	5
Deep Bayesian segmentation for colon polyps: Well-calibrated predictions in medical imaging	Jul 23, 2024	image-classificationImage Classification	CodeCode Available	5
Classifying a specific image region using convolutional nets with an ROI mask as input	Dec 1, 2018	General Classificationimage-classification	CodeCode Available	5
Ensemble learning in CNN augmented with fully connected subnetworks	Mar 19, 2020	Ensemble LearningImage Classification	CodeCode Available	5
Classifying high-dimensional Gaussian mixtures: Where kernel methods fail and neural networks succeed	Feb 23, 2021	image-classificationImage Classification	CodeCode Available	5
Quantitative Analysis of Primary Attribution Explainable Artificial Intelligence Methods for Remote Sensing Image Classification	Jun 6, 2023	ClassificationDecision Making	CodeCode Available	5
Ensemble of ConvNeXt V2 and MaxViT for Long-Tailed CXR Classification with View-Based Aggregation	Oct 14, 2024	image-classificationImage Classification	CodeCode Available	5
Adversarial Defense by Suppressing High-frequency Components	Aug 19, 2019	Adversarial DefenseClassification	CodeCode Available	5
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble	Mar 9, 2017	General Classificationimage-classification	CodeCode Available	5
Image Classification with Hierarchical Multigraph Networks	Jul 21, 2019	ClassificationGeneral Classification	CodeCode Available	5
Automatic Open-World Reliability Assessment	Nov 11, 2020	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