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 1411–1420 of 10420 papers

Title	Date	Tasks	Status	Hype
Gradient Surgery for Multi-Task Learning	Jan 19, 2020	Deep Reinforcement Learningimage-classification	CodeCode Available	1
GradInit: Learning to Initialize Neural Networks for Stable and Efficient Training	Feb 16, 2021	Image ClassificationLanguage Modeling	CodeCode Available	1
A Toolkit for Generating Code Knowledge Graphs	Feb 21, 2020	Code SearchImage Classification	CodeCode Available	1
Graph Attention Transformer Network for Multi-Label Image Classification	Mar 8, 2022	ClassificationGraph Attention	CodeCode Available	1
Active Learning for Convolutional Neural Networks: A Core-Set Approach	Aug 1, 2017	Active Learningimage-classification	CodeCode Available	1
GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification	Jul 11, 2024	Computational EfficiencyGraph structure learning	CodeCode Available	1
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations	May 1, 2023	Contrastive Learningimage-classification	CodeCode Available	1
GRNN: Generative Regression Neural Network -- A Data Leakage Attack for Federated Learning	May 2, 2021	Federated LearningGenerative Adversarial Network	CodeCode Available	1
A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples	Dec 3, 2021	Active LearningDeep Learning	CodeCode Available	1
Cross-modulated Few-shot Image Generation for Colorectal Tissue Classification	Apr 4, 2023	Data Augmentationimage-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