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 2871–2880 of 10420 papers

Title	Date	Tasks	Status	Hype
FlexRound: Learnable Rounding based on Element-wise Division for Post-Training Quantization	Jun 1, 2023	image-classificationImage Classification	CodeCode Available	0
Label-Retrieval-Augmented Diffusion Models for Learning from Noisy Labels	May 31, 2023	Image ClassificationRetrieval	CodeCode Available	1
Bytes Are All You Need: Transformers Operating Directly On File Bytes	May 31, 2023	AllAudio Classification	—Unverified	0
Fast-SNN: Fast Spiking Neural Network by Converting Quantized ANN	May 31, 2023	image-classificationImage Classification	CodeCode Available	1
Breast Cancer Detection and Diagnosis: A comparative study of state-of-the-arts deep learning architectures	May 31, 2023	Breast Cancer DetectionData Augmentation	—Unverified	0
The Tunnel Effect: Building Data Representations in Deep Neural Networks	May 31, 2023	Continual Learningimage-classification	—Unverified	0
Data Representations' Study of Latent Image Manifolds	May 31, 2023	image-classificationImage Classification	CodeCode Available	0
Exploring Regions of Interest: Visualizing Histological Image Classification for Breast Cancer using Deep Learning	May 31, 2023	Breast Cancer Detectionimage-classification	—Unverified	0
A Computational Account Of Self-Supervised Visual Learning From Egocentric Object Play	May 30, 2023	Contrastive Learningimage-classification	—Unverified	0
Machine learning with tree tensor networks, CP rank constraints, and tensor dropout	May 30, 2023	image-classificationImage Classification	—Unverified	0

Show:10 25 50

← PrevPage 288 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