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 1371–1380 of 10420 papers

Title	Date	Tasks	Status	Hype
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation	Jun 16, 2021	Few-Shot Image Classificationimage-classification	CodeCode Available	1
Bayesian continual learning and forgetting in neural networks	Apr 18, 2025	Bayesian InferenceContinual Learning	CodeCode Available	1
Freestyle Layout-to-Image Synthesis	Mar 25, 2023	image-classificationImage Classification	CodeCode Available	1
Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity	Jun 28, 2021	AllEnsemble Learning	CodeCode Available	1
Cross-modal Adversarial Reprogramming	Feb 15, 2021	ClassificationGeneral Classification	CodeCode Available	1
Causal Inference via Style Transfer for Out-of-distribution Generalisation	Dec 6, 2022	Causal InferenceImage Classification	CodeCode Available	1
Fruit Quality and Defect Image Classification with Conditional GAN Data Augmentation	Apr 12, 2021	ClassificationData Augmentation	CodeCode Available	1
Cross-Iteration Batch Normalization	Feb 13, 2020	image-classificationImage Classification	CodeCode Available	1
Active Learning for Convolutional Neural Networks: A Core-Set Approach	Aug 1, 2017	Active Learningimage-classification	CodeCode Available	1
Cross-Layer Retrospective Retrieving via Layer Attention	Feb 8, 2023	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	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