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 1851–1860 of 10420 papers

Title	Date	Tasks	Status	Hype
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections	Nov 28, 2024	image-classificationImage Classification	CodeCode Available	1
Robustifying Vision Transformer without Retraining from Scratch by Test-Time Class-Conditional Feature Alignment	Jun 28, 2022	Domain Adaptationimage-classification	CodeCode Available	1
Robustness Certification of Visual Perception Models via Camera Motion Smoothing	Oct 4, 2022	image-classificationImage Classification	CodeCode Available	1
Deep Roto-Translation Scattering for Object Classification	Dec 30, 2014	ClassificationDictionary Learning	CodeCode Available	1
A Fuzzy Rank-based Ensemble of CNN Models for Classification of Cervical Cytology	Jul 15, 2021	image-classificationImage Classification	CodeCode Available	1
Deep Semantic Dictionary Learning for Multi-label Image Classification	Dec 23, 2020	ClassificationDictionary Learning	CodeCode Available	1
Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification	Mar 15, 2021	ClassificationDeep Reinforcement Learning	CodeCode Available	1
A fuzzy distance-based ensemble of deep models for cervical cancer detection	Mar 30, 2022	Image ClassificationTransfer Learning	CodeCode Available	1
Deep Semantic-Visual Alignment for Zero-Shot Remote Sensing Image Scene Classification	Feb 3, 2024	Attributeimage-classification	CodeCode Available	1
DeepNoise: Signal and Noise Disentanglement based on Classifying Fluorescent Microscopy Images via Deep Learning	Sep 13, 2022	DisentanglementDrug Discovery	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