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 2471–2480 of 10420 papers

Title	Date	Tasks	Status
CognitiveNet: Enriching Foundation Models with Emotions and Awareness	Jul 9, 2023	Contrastive LearningImage Classification	—Unverified
CoDiM: Learning with Noisy Labels via Contrastive Semi-Supervised Learning	Nov 23, 2021	Contrastive LearningImage Classification	—Unverified
A Push-Pull Layer Improves Robustness of Convolutional Neural Networks	Jan 29, 2019	General Classificationimage-classification	—Unverified
A proof that artificial neural networks overcome the curse of dimensionality in the numerical approximation of Black-Scholes partial differential equations	Sep 7, 2018	image-classificationImage Classification	—Unverified
Do Convolutional Neural Networks Learn Class Hierarchy?	Oct 17, 2017	image-classificationImage Classification	—Unverified
Code-Bridged Classifier (CBC): A Low or Negative Overhead Defense for Making a CNN Classifier Robust Against Adversarial Attacks	Jan 16, 2020	Denoisingimage-classification	—Unverified
A Progressive Framework of Vision-language Knowledge Distillation and Alignment for Multilingual Scene	Apr 17, 2024	image-classificationImage Classification	—Unverified
COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation	Dec 23, 2024	DiversityFew-Shot Learning	—Unverified
Adversarial Robustness Assessment of NeuroEvolution Approaches	Jul 12, 2022	Adversarial Robustnessimage-classification	—Unverified
Adversarial Robustness Across Representation Spaces	Dec 1, 2020	Adversarial Robustnessimage-classification	—Unverified

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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