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 1171–1180 of 10420 papers

Title	Date	Tasks	Status	Hype
CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation	Mar 20, 2022	image-classificationImage Classification	CodeCode Available	1
Do Deep Networks Transfer Invariances Across Classes?	Mar 18, 2022	image-classificationImage Classification	CodeCode Available	1
DocXClassifier: High Performance Explainable Deep Network for Document Image Classification	Mar 17, 2022	ClassificationData Augmentation	CodeCode Available	1
Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network?	Mar 17, 2022	ClassificationImage Classification	CodeCode Available	1
DATA: Domain-Aware and Task-Aware Self-supervised Learning	Mar 17, 2022	image-classificationImage Classification	CodeCode Available	1
Open Set Recognition using Vision Transformer with an Additional Detection Head	Mar 16, 2022	image-classificationImage Classification	CodeCode Available	1
Scalable Penalized Regression for Noise Detection in Learning with Noisy Labels	Mar 15, 2022	Image ClassificationLearning with noisy labels	CodeCode Available	1
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy	Mar 15, 2022	Active LearningClassification	CodeCode Available	1
Energy-Latency Attacks via Sponge Poisoning	Mar 14, 2022	ClassificationFederated Learning	CodeCode Available	1
Deep AutoAugment	Mar 11, 2022	AutoMLData Augmentation	CodeCode Available	1

Show:10 25 50

← PrevPage 118 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