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 3531–3540 of 10420 papers

Title	Date	Tasks	Status	Score
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Deep-Dup: An Adversarial Weight Duplication Attack Framework to Crush Deep Neural Network in Multi-Tenant FPGA	Nov 5, 2020	Adversarial AttackCloud Computing	CodeCode Available	5
Class2Str: End to End Latent Hierarchy Learning	Aug 20, 2018	General Classificationimage-classification	CodeCode Available	5
PicT: A Slim Weakly Supervised Vision Transformer for Pavement Distress Classification	Sep 21, 2022	image-classificationImage Classification	CodeCode Available	5
ImageNot: A contrast with ImageNet preserves model rankings	Apr 2, 2024	image-classificationImage Classification	CodeCode Available	5
Image Quality Assessment Guided Deep Neural Networks Training	Aug 13, 2017	Data Augmentationimage-classification	CodeCode Available	5
Adaptive Cross-Modal Few-Shot Learning	Feb 19, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	CodeCode Available	5
iMixer: hierarchical Hopfield network implies an invertible, implicit and iterative MLP-Mixer	Apr 25, 2023	image-classificationImage Classification	CodeCode Available	5
Image Classification with Hierarchical Multigraph Networks	Jul 21, 2019	ClassificationGeneral 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	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	RevCol-H	Top 1 Accuracy	90	—	Unverified