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 1221–1230 of 10420 papers

Title	Date	Tasks	Status	Hype
Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions	Feb 2, 2022	image-classificationImage Classification	CodeCode Available	1
Fortuitous Forgetting in Connectionist Networks	Feb 1, 2022	image-classificationImage Classification	CodeCode Available	1
When Do Flat Minima Optimizers Work?	Feb 1, 2022	BenchmarkingGraph Learning	CodeCode Available	1
UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs	Jan 31, 2022	image-classificationImage Classification	CodeCode Available	1
Plug-In Inversion: Model-Agnostic Inversion for Vision with Data Augmentations	Jan 31, 2022	image-classificationImage Classification	CodeCode Available	1
Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks?	Jan 31, 2022	Adversarial AttackAdversarial Robustness	CodeCode Available	1
Toward Training at ImageNet Scale with Differential Privacy	Jan 28, 2022	image-classificationImage Classification	CodeCode Available	1
DynaMixer: A Vision MLP Architecture with Dynamic Mixing	Jan 28, 2022	Image Classification	CodeCode Available	1
An Analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks	Jan 27, 2022	ClassificationEnsemble Learning	CodeCode Available	1
Speeding up Heterogeneous Federated Learning with Sequentially Trained Superclients	Jan 26, 2022	Federated LearningImage Classification	CodeCode Available	1

Show:10 25 50

← PrevPage 123 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