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 371–380 of 10419 papers

Title	Date	Tasks	Status	Hype	Score
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters	Mar 29, 2022	Image Classification	CodeCode Available	1	5
Combating Label Noise in Deep Learning Using Abstention	May 27, 2019	Deep LearningGeneral Classification	CodeCode Available	1	5
Conformer: Local Features Coupling Global Representations for Visual Recognition	May 9, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1	5
CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data	Dec 14, 2023	Contrastive LearningFederated Learning	CodeCode Available	1	5
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections	Nov 28, 2024	image-classificationImage Classification	CodeCode Available	1	5
Anytime Continual Learning for Open Vocabulary Classification	Sep 13, 2024	ClassificationContinual Learning	CodeCode Available	1	5
An Overview of Deep Learning Architectures in Few-Shot Learning Domain	Aug 12, 2020	Deep LearningFew-Shot Learning	CodeCode Available	1	5
Clean-Label Backdoor Attacks on Video Recognition Models	Mar 6, 2020	Backdoor Attackbackdoor defense	CodeCode Available	1	5
A Novel lightweight Convolutional Neural Network, ExquisiteNetV2	May 19, 2021	ClassificationImage Classification	CodeCode Available	1	5
CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise	Nov 20, 2017	ClassificationGeneral Classification	CodeCode Available	1	5

Show:10 25 50

← PrevPage 38 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