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 3726–3750 of 10420 papers

Title	Date	Tasks	Status	Score
Image Quality Assessment Guided Deep Neural Networks Training	Aug 13, 2017	Data Augmentationimage-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
Demon: Improved Neural Network Training with Momentum Decay	Oct 11, 2019	image-classificationImage Classification	CodeCode Available	5
Automated Knowledge Distillation via Monte Carlo Tree Search	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	5
Adaptive Adversarial Cross-Entropy Loss for Sharpness-Aware Minimization	Jun 20, 2024	image-classificationImage Classification	CodeCode Available	5
Image Classification with CondenseNeXt for ARM-Based Computing Platforms	Jun 26, 2021	Autonomous DrivingClassification	CodeCode Available	5
Image Classification with Hierarchical Multigraph Networks	Jul 21, 2019	ClassificationGeneral 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
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble	Mar 9, 2017	General Classificationimage-classification	CodeCode Available	5
Image Classification Using Singular Value Decomposition and Optimization	Dec 10, 2024	Classificationimage-classification	CodeCode Available	5
DDI-CoCo: A Dataset For Understanding The Effect Of Color Contrast In Machine-Assisted Skin Disease Detection	Jan 24, 2024	image-classificationImage Classification	CodeCode Available	5
DDA: Dimensionality Driven Augmentation Search for Contrastive Learning in Laparoscopic Surgery	Jun 3, 2024	Contrastive LearningData Augmentation	CodeCode Available	5
Evolving Deep Neural Networks by Multi-objective Particle Swarm Optimization for Image Classification	Mar 21, 2019	ClassificationGeneral Classification	CodeCode Available	5
Image-Caption Encoding for Improving Zero-Shot Generalization	Feb 5, 2024	image-classificationImage Classification	CodeCode Available	5
All Grains, One Scheme (AGOS): Learning Multi-grain Instance Representation for Aerial Scene Classification	May 6, 2022	Aerial Scene ClassificationAll	CodeCode Available	5
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
Image Classification with Classic and Deep Learning Techniques	May 11, 2021	ClassificationDeep Learning	CodeCode Available	5
Soft ascent-descent as a stable and flexible alternative to flooding	Oct 16, 2023	Binary ClassificationImage Classification	CodeCode Available	5
Improving Generalization of Batch Whitening by Convolutional Unit Optimization	Aug 24, 2021	image-classificationImage Classification	CodeCode Available	5
Identifying Transients in the Dark Energy Survey using Convolutional Neural Networks	Mar 18, 2022	Astronomyimage-classification	CodeCode Available	5
Distilling Effective Supervision from Severe Label Noise	Oct 1, 2019	Image Classification	CodeCode Available	5
AutoGAN: Neural Architecture Search for Generative Adversarial Networks	Aug 11, 2019	image-classificationImage Classification	CodeCode Available	5
DCFNet: Deep Neural Network with Decomposed Convolutional Filters	Feb 12, 2018	General Classificationimage-classification	CodeCode Available	5
Identifying Adversarially Attackable and Robust Samples	Jan 30, 2023	Active LearningAdversarial Attack	CodeCode Available	5
Model Input-Output Configuration Search with Embedded Feature Selection for Sensor Time-series and Image Classification	Oct 26, 2023	Computational EfficiencyDecoder	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