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 2051–2075 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
Contextual Transformer Networks for Visual Recognition	Jul 26, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1	5
Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness?	Apr 19, 2021	Adversarial RobustnessImage Classification	CodeCode Available	1	5
Improving Generalization in Federated Learning by Seeking Flat Minima	Mar 22, 2022	Domain GeneralizationFederated Learning	CodeCode Available	1	5
Improving Zero-shot Generalization and Robustness of Multi-modal Models	Dec 4, 2022	image-classificationImage Classification	CodeCode Available	1	5
Improved Regularization of Convolutional Neural Networks with Cutout	Aug 15, 2017	Data AugmentationDomain Generalization	CodeCode Available	1	5
Improved Regularization and Robustness for Fine-tuning in Neural Networks	Nov 8, 2021	image-classificationImage Classification	CodeCode Available	1	5
Improved Residual Networks for Image and Video Recognition	Apr 10, 2020	Action Recognitionimage-classification	CodeCode Available	1	5
Improved Noisy Student Training for Automatic Speech Recognition	May 19, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
MViTv2: Improved Multiscale Vision Transformers for Classification and Detection	Dec 2, 2021	Action ClassificationAction Recognition	CodeCode Available	1	5
Improved Online Conformal Prediction via Strongly Adaptive Online Learning	Feb 15, 2023	Conformal Predictionimage-classification	CodeCode Available	1	5
Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions	Jan 4, 2024	Fine-Grained Image Classificationimage-classification	CodeCode Available	1	5
Improved Baselines with Momentum Contrastive Learning	Mar 9, 2020	Contrastive LearningData Augmentation	CodeCode Available	1	5
Implicit-Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes	Jun 25, 2024	GPUimage-classification	CodeCode Available	1	5
Image sensing with multilayer, nonlinear optical neural networks	Jul 27, 2022	image-classificationImage Classification	CodeCode Available	1	5
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation	Apr 15, 2021	Data Augmentationimage-classification	CodeCode Available	1	5
Imbalanced Image Classification with Complement Cross Entropy	Sep 4, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
A Simple Baseline for Low-Budget Active Learning	Oct 22, 2021	Active Learningimage-classification	CodeCode Available	1	5
CondenseNet V2: Sparse Feature Reactivation for Deep Networks	Apr 9, 2021	Computational Efficiencyimage-classification	CodeCode Available	1	5
Content-aware Token Sharing for Efficient Semantic Segmentation with Vision Transformers	Jun 3, 2023	Computational Efficiencyimage-classification	CodeCode Available	1	5
IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents	Dec 10, 2024	Cross-Modal RetrievalImage Classification	CodeCode Available	1	5
A Simple Interpretable Transformer for Fine-Grained Image Classification and Analysis	Nov 7, 2023	DecoderFine-Grained Image Classification	CodeCode Available	1	5
Contextual Convolutional Neural Networks	Aug 17, 2021	Generative Adversarial Networkimage-classification	CodeCode Available	1	5
A Simple Semi-Supervised Learning Framework for Object Detection	May 10, 2020	Data Augmentationimage-classification	CodeCode Available	1	5
Contextual Diversity for Active Learning	Aug 13, 2020	Active LearningDiversity	CodeCode Available	1	5
Improved Generation of Adversarial Examples Against Safety-aligned LLMs	May 28, 2024	image-classificationImage Classification	CodeCode Available	1	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified