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 3701–3725 of 10420 papers

Title	Date	Tasks	Status	Score
ImageNot: A contrast with ImageNet preserves model rankings	Apr 2, 2024	image-classificationImage Classification	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	CodeCode Available	5
Automated wildlife image classification: An active learning tool for ecological applications	Mar 28, 2023	Active Learningimage-classification	CodeCode Available	5
Decision-making and control with diffractive optical networks	Dec 21, 2022	Autonomous DrivingCar Racing	CodeCode Available	5
Adaptive aggregation of Monte Carlo augmented decomposed filters for efficient group-equivariant convolutional neural network	May 17, 2023	Denoisingimage-classification	CodeCode Available	5
Decision Forests, Convolutional Networks and the Models in-Between	Mar 3, 2016	image-classificationImage Classification	CodeCode Available	5
DecisioNet: A Binary-Tree Structured Neural Network	Jul 3, 2022	Image Classification	CodeCode Available	5
Automated Seed Quality Testing System using GAN & Active Learning	Oct 2, 2021	Active LearningGenerative Adversarial Network	CodeCode Available	5
Automated Search for Configurations of Deep Neural Network Architectures	Apr 9, 2019	image-classificationImage Classification	CodeCode Available	5
DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation	Aug 1, 2024	Attributeimage-classification	CodeCode Available	5
Allowing humans to interactively guide machines where to look does not always improve human-AI team's classification accuracy	Apr 8, 2024	Feature Importanceimage-classification	CodeCode Available	5
Policy-Based Federated Learning	Mar 14, 2020	Federated Learningimage-classification	CodeCode Available	5
Image Classification with Hierarchical Multigraph Networks	Jul 21, 2019	ClassificationGeneral Classification	CodeCode Available	5
iMixer: hierarchical Hopfield network implies an invertible, implicit and iterative MLP-Mixer	Apr 25, 2023	image-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
Demon: Improved Neural Network Training with Momentum Decay	Oct 11, 2019	image-classificationImage Classification	CodeCode Available	5
Image Classification with Classic and Deep Learning Techniques	May 11, 2021	ClassificationDeep Learning	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 and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-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 with CondenseNeXt for ARM-Based Computing Platforms	Jun 26, 2021	Autonomous DrivingClassification	CodeCode Available	5
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks	Jun 1, 2018	image-classificationImage Classification	CodeCode Available	5
ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation	Oct 7, 2016	Aesthetics Quality AssessmentDomain Adaptation	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