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 1251–1275 of 10419 papers

Title	Date	Tasks	Status	Hype
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels	Apr 18, 2018	Image ClassificationLearning with noisy labels	CodeCode Available	1
DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles	Sep 30, 2020	Diversityimage-classification	CodeCode Available	1
Automated Learning Rate Scheduler for Large-batch Training	Jul 13, 2021	image-classificationImage Classification	CodeCode Available	1
Dynamic Grained Encoder for Vision Transformers	Jan 10, 2023	image-classificationImage Classification	CodeCode Available	1
Counterfactual Generative Networks	Jan 15, 2021	Classificationcounterfactual	CodeCode Available	1
Dynamic MLP for Fine-Grained Image Classification by Leveraging Geographical and Temporal Information	Mar 7, 2022	Fine-Grained Image Classificationimage-classification	CodeCode Available	1
Dynamic Routing Between Capsules	Oct 26, 2017	Image Classification	CodeCode Available	1
Dynamic Token Pruning in Plain Vision Transformers for Semantic Segmentation	Aug 2, 2023	image-classificationImage Classification	CodeCode Available	1
Convolution-enhanced Evolving Attention Networks	Dec 16, 2022	image-classificationImage Classification	CodeCode Available	1
Automatically designing CNN architectures using genetic algorithm for image classification	Aug 11, 2018	ClassificationGeneral Classification	CodeCode Available	1
A Bregman Learning Framework for Sparse Neural Networks	May 10, 2021	DenoisingImage Classification	CodeCode Available	1
EcoTTA: Memory-Efficient Continual Test-time Adaptation via Self-distilled Regularization	Mar 3, 2023	image-classificationImage Classification	CodeCode Available	1
CoProNN: Concept-based Prototypical Nearest Neighbors for Explaining Vision Models	Apr 23, 2024	image-classificationImage Classification	CodeCode Available	1
EEEA-Net: An Early Exit Evolutionary Neural Architecture Search	Aug 13, 2021	GPUImage Classification	CodeCode Available	1
Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics	Jun 8, 2021	Age And Gender ClassificationBenchmarking	CodeCode Available	1
Effect of Pre-Training Scale on Intra- and Inter-Domain Full and Few-Shot Transfer Learning for Natural and Medical X-Ray Chest Images	May 31, 2021	Few-Shot LearningImage Classification	CodeCode Available	1
AwesomeMeta+: A Mixed-Prototyping Meta-Learning System Supporting AI Application Design Anywhere	Apr 24, 2023	Image ClassificationMeta-Learning	CodeCode Available	1
Efficient Classification of Very Large Images with Tiny Objects	Jun 4, 2021	ClassificationGPU	CodeCode Available	1
Aggregated Residual Transformations for Deep Neural Networks	Nov 16, 2016	Domain GeneralizationGeneral Classification	CodeCode Available	1
Efficient Deep Learning of Non-local Features for Hyperspectral Image Classification	Aug 2, 2020	Deep LearningGeneral Classification	CodeCode Available	1
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare Records	Jan 25, 2020	Disease PredictionGeneral Classification	CodeCode Available	1
Counterfactual Visual Explanations	Apr 16, 2019	counterfactualGeneral Classification	CodeCode Available	1
Cross-Iteration Batch Normalization	Feb 13, 2020	image-classificationImage Classification	CodeCode Available	1
ConvMLP: Hierarchical Convolutional MLPs for Vision	Sep 9, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?	Apr 26, 2022	image-classificationImage Classification	CodeCode Available	1

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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