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 3421–3430 of 10420 papers

Title	Date	Tasks	Status	Hype
Multi-label Image Classification using Adaptive Graph Convolutional Networks: from a Single Domain to Multiple Domains	Jan 11, 2023	image-classificationImage Classification	—Unverified	0
Deep Axial Hypercomplex Networks	Jan 11, 2023	image-classificationImage Classification	—Unverified	0
Enhancing ResNet Image Classification Performance by using Parameterized Hypercomplex Multiplication	Jan 11, 2023	image-classificationImage Classification	—Unverified	0
Deep Residual Axial Networks	Jan 11, 2023	image-classificationImage Classification	—Unverified	0
Objective Evaluation-based High-efficiency Learning Framework for Hyperspectral Image Classification	Jan 10, 2023	Hyperspectral Image Classificationimage-classification	—Unverified	0
A Privacy Preserving Method with a Random Orthogonal Matrix for ConvMixer Models	Jan 10, 2023	Classificationimage-classification	—Unverified	0
Dynamic Grained Encoder for Vision Transformers	Jan 10, 2023	image-classificationImage Classification	CodeCode Available	1
Deep Learning based Multi-Label Image Classification of Protest Activities	Jan 10, 2023	Deep Learningimage-classification	—Unverified	0
Semi-Supervised Learning with Pseudo-Negative Labels for Image Classification	Jan 10, 2023	Domain Adaptationimage-classification	CodeCode Available	0
Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling	Jan 9, 2023	2D Object DetectionContrastive Learning	CodeCode Available	3

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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