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 3351–3375 of 10420 papers

Title	Date	Tasks	Status	Score
Improving Generalization and Convergence by Enhancing Implicit Regularization	May 31, 2024	image-classificationImage Classification	CodeCode Available	5
Adaptive Learning Rate and Momentum for Training Deep Neural Networks	Jun 22, 2021	image-classificationImage Classification	CodeCode Available	5
Balanced Binary Neural Networks with Gated Residual	Sep 26, 2019	BinarizationGeneral Classification	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Neural networks with late-phase weights	Jul 25, 2020	Image Classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
Improving Generalization of Batch Whitening by Convolutional Unit Optimization	Aug 24, 2021	image-classificationImage Classification	CodeCode Available	5
Improving Calibration by Relating Focal Loss, Temperature Scaling, and Properness	Aug 21, 2024	image-classificationImage Classification	CodeCode Available	5
Bag of Tricks for Retail Product Image Classification	Jan 12, 2020	ClassificationGeneral Classification	CodeCode Available	5
Improving Classification Neural Networks by using Absolute activation function (MNIST/LeNET-5 example)	Apr 23, 2023	Image Classification	CodeCode Available	5
Deep learning in a bilateral brain with hemispheric specialization	Sep 9, 2022	AnatomyDeep Learning	CodeCode Available	5
Annotating Ambiguous Images: General Annotation Strategy for High-Quality Data with Real-World Biomedical Validation	Jun 21, 2023	image-classificationImage Classification	CodeCode Available	5
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation	Feb 28, 2024	Data AugmentationDomain Adaptation	CodeCode Available	5
Edge-labeling Graph Neural Network for Few-shot Learning	May 4, 2019	ClusteringFew-Shot Image Classification	CodeCode Available	5
Improving Confident-Classifiers For Out-of-distribution Detection	Sep 25, 2019	image-classificationImage Classification	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
Privacy-Aware Lifelong Learning	May 16, 2025	image-classificationImage Classification	CodeCode Available	5
BagFlip: A Certified Defense against Data Poisoning	May 26, 2022	Backdoor AttackData Poisoning	CodeCode Available	5
Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance	Mar 27, 2025	Computational EfficiencyFederated Learning	CodeCode Available	5
SynerMix: Synergistic Mixup Solution for Enhanced Intra-Class Cohesion and Inter-Class Separability in Image Classification	Mar 21, 2024	image-classificationImage Classification	CodeCode Available	5
Neural Edge Histogram Descriptors for Underwater Acoustic Target Recognition	Mar 17, 2025	image-classificationImage Classification	CodeCode Available	5
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization	May 27, 2019	AutoMLimage-classification	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Deep Learning for Identifying Metastatic Breast Cancer	Jun 18, 2016	Deep LearningGeneral 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