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 3821–3830 of 10420 papers

Title	Date	Tasks	Status	Score
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-classification	CodeCode Available	5
Comparing supervised learning dynamics: Deep neural networks match human data efficiency but show a generalisation lag	Feb 14, 2024	image-classificationImage Classification	CodeCode Available	5
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data	Jun 7, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Identifying Bias in Deep Neural Networks Using Image Transforms	Dec 17, 2024	image-classificationImage Classification	CodeCode Available	5
Identification of Stone Deterioration Patterns with Large Multimodal Models	Jun 5, 2024	Image Classification	CodeCode Available	5
Accelerating Training of Deep Neural Networks with a Standardization Loss	Mar 3, 2019	image-classificationImage Classification	CodeCode Available	5
Identifying Adversarially Attackable and Robust Samples	Jan 30, 2023	Active LearningAdversarial Attack	CodeCode Available	5
Selective sampling for accelerating training of deep neural networks	Nov 16, 2019	Binary ClassificationClassification	CodeCode Available	5
Identifying Transients in the Dark Energy Survey using Convolutional Neural Networks	Mar 18, 2022	Astronomyimage-classification	CodeCode Available	5
Data-Free Backbone Fine-Tuning for Pruned Neural Networks	Jun 22, 2023	2D Human Pose Estimationimage-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	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