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 3961–3970 of 10420 papers

Title	Date	Tasks	Status	Score
Learning Representations by Maximizing Mutual Information Across Views	Jun 3, 2019	Data AugmentationImage Classification	CodeCode Available	5
Hysteresis Activation Function for Efficient Inference	Nov 15, 2024	Image ClassificationNatural Language Understanding	CodeCode Available	5
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual Learning	Oct 4, 2023	Continual Learningimage-classification	CodeCode Available	5
iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition	Apr 22, 2022	Action RecognitionClassification	CodeCode Available	5
Identifying Bias in Deep Neural Networks Using Image Transforms	Dec 17, 2024	image-classificationImage Classification	CodeCode Available	5
Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification	Feb 12, 2024	image-classificationImage Classification	CodeCode Available	5
Pre-trained Encoder Inference: Revealing Upstream Encoders In Downstream Machine Learning Services	Aug 5, 2024	image-classificationImage Classification	CodeCode Available	5
Hyperspectral Image Classification with Markov Random Fields and a Convolutional Neural Network	May 1, 2017	ClassificationGeneral Classification	CodeCode Available	5
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent Data	Jul 18, 2024	Domain Generalizationimage-classification	CodeCode Available	5
Augmented Balanced Image Dataset Generator Using AugStatic Library	May 1, 2022	ClassificationData Augmentation	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	RevCol-H	Top 1 Accuracy	90	—	Unverified