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 2421–2430 of 10420 papers

Title	Date	Tasks	Status
Are Gradient-based Saliency Maps Useful in Deep Reinforcement Learning?	Dec 2, 2020	Decision MakingDeep Reinforcement Learning	—Unverified
Combined statistical and model based texture features for improved image classification	Dec 29, 2015	General Classificationimage-classification	—Unverified
Combined Scaling for Zero-shot Transfer Learning	Nov 19, 2021	ClassificationContrastive Learning	—Unverified
Are Deep Learning Models Robust to Partial Object Occlusion in Visual Recognition Tasks?	Sep 16, 2024	Data Augmentationimage-classification	—Unverified
Adversarial Transfer of Pose Estimation Regression	Jun 20, 2020	Camera Pose EstimationDomain Adaptation	—Unverified
Advancements in Image Classification using Convolutional Neural Network	May 8, 2019	ClassificationGeneral Classification	—Unverified
COMBINED FLEXIBLE ACTIVATION FUNCTIONS FOR DEEP NEURAL NETWORKS	Sep 25, 2019	image-classificationImage Classification	—Unverified
Are Classification Robustness and Explanation Robustness Really Strongly Correlated? An Analysis Through Input Loss Landscape	Mar 9, 2024	Classificationimage-classification	—Unverified
Adversarial Training for Relation Extraction	Sep 1, 2017	General ClassificationImage Classification	—Unverified
Combined convolutional and recurrent neural networks for hierarchical classification of images	Sep 25, 2018	General Classificationimage-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	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