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 676–700 of 10419 papers

Title	Date	Tasks	Status	Hype	Score
AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the Fly	May 22, 2021	Bayesian OptimisationBayesian Optimization	CodeCode Available	1	5
Deep Multimodal Guidance for Medical Image Classification	Mar 10, 2022	Brain Tumor ClassificationClassification	CodeCode Available	1	5
Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification	Mar 15, 2021	ClassificationDeep Reinforcement Learning	CodeCode Available	1	5
AdaptiveMix: Improving GAN Training via Feature Space Shrinkage	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1	5
Deep Semantic-Visual Alignment for Zero-Shot Remote Sensing Image Scene Classification	Feb 3, 2024	Attributeimage-classification	CodeCode Available	1	5
Automated Learning Rate Scheduler for Large-batch Training	Jul 13, 2021	image-classificationImage Classification	CodeCode Available	1	5
Automated Relational Meta-learning	Jan 3, 2020	Few-Shot Image Classificationimage-classification	CodeCode Available	1	5
UniUSNet: A Promptable Framework for Universal Ultrasound Disease Prediction and Tissue Segmentation	Jun 3, 2024	Disease Predictionimage-classification	CodeCode Available	1	5
Deep Unlearning: Fast and Efficient Gradient-free Approach to Class Forgetting	Dec 1, 2023	Image ClassificationMachine Unlearning	CodeCode Available	1	5
DeepVoxNet2: Yet another CNN framework	Nov 17, 2022	image-classificationImage Classification	CodeCode Available	1	5
Automatically designing CNN architectures using genetic algorithm for image classification	Aug 11, 2018	ClassificationGeneral Classification	CodeCode Available	1	5
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID	Jun 22, 2020	General ClassificationImage Classification	CodeCode Available	1	5
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers	Mar 24, 2021	ClassificationData Augmentation	CodeCode Available	1	5
Automating Continual Learning	Dec 1, 2023	Continual Learningimage-classification	CodeCode Available	1	5
A Visual Analytics Framework for Explaining and Diagnosing Transfer Learning Processes	Sep 15, 2020	Deep LearningDescriptive	CodeCode Available	1	5
Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis	May 14, 2024	Fairnessimage-classification	CodeCode Available	1	5
Demonstrating the Efficacy of Kolmogorov-Arnold Networks in Vision Tasks	Jun 21, 2024	image-classificationImage Classification	CodeCode Available	1	5
Adaptive Token Sampling For Efficient Vision Transformers	Nov 30, 2021	Efficient ViTsimage-classification	CodeCode Available	1	5
Dendritic Learning-incorporated Vision Transformer for Image Recognition	Feb 1, 2024	Image Classification	CodeCode Available	1	5
Attack of the Tails: Yes, You Really Can Backdoor Federated Learning	Jul 9, 2020	FairnessFederated Learning	CodeCode Available	1	5
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language	Feb 7, 2022	image-classificationImage Classification	CodeCode Available	1	5
Adaptive Risk Minimization: Learning to Adapt to Domain Shift	Jul 6, 2020	BIG-bench Machine LearningDomain Generalization	CodeCode Available	1	5
Depth Uncertainty in Neural Networks	Jun 15, 2020	image-classificationImage Classification	CodeCode Available	1	5
Averaging Weights Leads to Wider Optima and Better Generalization	Mar 14, 2018	Image ClassificationStochastic Optimization	CodeCode Available	1	5
Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE	Jun 3, 2020	General Classificationimage-classification	CodeCode Available	1	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	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified