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 3851–3860 of 10420 papers

Title	Date	Tasks	Status	Score
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks	Jun 1, 2018	image-classificationImage Classification	CodeCode Available	5
Identifying Bias in Deep Neural Networks Using Image Transforms	Dec 17, 2024	image-classificationImage Classification	CodeCode Available	5
Exploring Randomly Wired Neural Networks for Image Recognition	Apr 2, 2019	Image ClassificationNeural Architecture Search	CodeCode Available	5
Semi-Supervised Deep Learning with Memory	Sep 1, 2018	Deep LearningGeneral Classification	CodeCode Available	5
Identifying Transients in the Dark Energy Survey using Convolutional Neural Networks	Mar 18, 2022	Astronomyimage-classification	CodeCode Available	5
DATA: Differentiable ArchiTecture Approximation	Dec 1, 2019	image-classificationImage Classification	CodeCode Available	5
Adapting Object Detectors via Selective Cross-Domain Alignment	Jun 1, 2019	Domain Adaptationimage-classification	CodeCode Available	5
Semi-supervised learning of images with strong rotational disorder: assembling nanoparticle libraries	May 24, 2021	Image ClassificationRepresentation Learning	CodeCode Available	5
Exploring Target Representations for Masked Autoencoders	Sep 8, 2022	Image ClassificationInstance Segmentation	CodeCode Available	5
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks	Aug 22, 2022	AllCross-Modal Retrieval	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified