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 4291–4300 of 10420 papers

Title	Date	Tasks	Status	Hype
Specifying and Testing k-Safety Properties for Machine-Learning Models	Jun 13, 2022	BIG-bench Machine LearningDecision Making	CodeCode Available	0
Efficient Human-in-the-loop System for Guiding DNNs Attention	Jun 13, 2022	Active Learningimage-classification	CodeCode Available	0
Learning Task-Independent Game State Representations from Unlabeled Images	Jun 13, 2022	image-classificationImage Classification	—Unverified	0
2nd Place Solution for ICCV 2021 VIPriors Image Classification Challenge: An Attract-and-Repulse Learning Approach	Jun 13, 2022	Data Augmentationimage-classification	—Unverified	0
Better Teacher Better Student: Dynamic Prior Knowledge for Knowledge Distillation	Jun 13, 2022	image-classificationImage Classification	CodeCode Available	0
Learning-Based Data Storage [Vision] (Technical Report)	Jun 12, 2022	Fraud Detectionimage-classification	—Unverified	0
Training Neural Networks using SAT solvers	Jun 10, 2022	global-optimizationimage-classification	—Unverified	0
Learning the Space of Deep Models	Jun 10, 2022	image-classificationImage Classification	CodeCode Available	0
Saccade Mechanisms for Image Classification, Object Detection and Tracking	Jun 10, 2022	Classificationimage-classification	—Unverified	0
Masked Autoencoders are Robust Data Augmentors	Jun 10, 2022	Data AugmentationImage Augmentation	CodeCode Available	1

Show:10 25 50

← PrevPage 430 of 1042Next →

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