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 2681–2690 of 10420 papers

Title	Date	Tasks	Status	Hype
The Whole Pathological Slide Classification via Weakly Supervised Learning	Jul 12, 2023	ClassificationContrastive Learning	—Unverified	0
Data Augmentation in Training CNNs: Injecting Noise to Images	Jul 12, 2023	Data Augmentationimage-classification	—Unverified	0
CellGAN: Conditional Cervical Cell Synthesis for Augmenting Cytopathological Image Classification	Jul 12, 2023	image-classificationImage Classification	CodeCode Available	1
Learning from Exemplary Explanations	Jul 12, 2023	Classificationimage-classification	—Unverified	0
Function-Space Regularization for Deep Bayesian Classification	Jul 12, 2023	Adversarial RobustnessClassification	—Unverified	0
Patch n' Pack: NaViT, a Vision Transformer for any Aspect Ratio and Resolution	Jul 12, 2023	FairnessImage Classification	CodeCode Available	6
Class Instance Balanced Learning for Long-Tailed Classification	Jul 11, 2023	ClassificationContrastive Learning	—Unverified	0
Feature Activation Map: Visual Explanation of Deep Learning Models for Image Classification	Jul 11, 2023	ClassificationContrastive Learning	—Unverified	0
OpenAL: An Efficient Deep Active Learning Framework for Open-Set Pathology Image Classification	Jul 11, 2023	Active Learningimage-classification	CodeCode Available	0
Search-time Efficient Device Constraints-Aware Neural Architecture Search	Jul 10, 2023	Edge-computingimage-classification	—Unverified	0

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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