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 8176–8200 of 10420 papers

Title	Date	Tasks	Status	Hype
Beyond image classification: zooplankton identification with deep vector space embeddings	Sep 25, 2019	General Classificationimage-classification	—Unverified	0
Non-imaging single-pixel sensing with optimized binary modulation	Sep 25, 2019	General ClassificationImage Classification	—Unverified	0
PolSAR Image Classification Based on Dilated Convolution and Pixel-Refining Parallel Mapping network in the Complex Domain	Sep 24, 2019	ClassificationGeneral Classification	CodeCode Available	0
Anchor Loss: Modulating Loss Scale based on Prediction Difficulty	Sep 24, 2019	General Classificationimage-classification	CodeCode Available	0
Image Recognition using Region Creep	Sep 24, 2019	image-classificationImage Classification	—Unverified	0
Constrained deep neural network architecture search for IoT devices accounting hardware calibration	Sep 24, 2019	General Classificationimage-classification	—Unverified	0
Augmenting the Pathology Lab: An Intelligent Whole Slide Image Classification System for the Real World	Sep 24, 2019	Deep LearningDiagnostic	—Unverified	0
Unsupervised Deep Features for Privacy Image Classification	Sep 24, 2019	ClassificationClustering	—Unverified	0
Scaling-Translation-Equivariant Networks with Decomposed Convolutional Filters	Sep 24, 2019	image-classificationImage Classification	—Unverified	0
AHA! an 'Artificial Hippocampal Algorithm' for Episodic Machine Learning	Sep 23, 2019	BIG-bench Machine LearningGeneral Classification	—Unverified	0
Tag-based Semantic Features for Scene Image Classification	Sep 22, 2019	ClassificationGeneral Classification	—Unverified	0
A Layered Architecture for Active Perception: Image Classification using Deep Reinforcement Learning	Sep 20, 2019	Deep Reinforcement LearningGeneral Classification	—Unverified	0
Understanding and Robustifying Differentiable Architecture Search	Sep 20, 2019	Disparity Estimationimage-classification	CodeCode Available	0
Defending Against Physically Realizable Attacks on Image Classification	Sep 20, 2019	ClassificationGeneral Classification	CodeCode Available	0
Understanding Architectures Learnt by Cell-based Neural Architecture Search	Sep 20, 2019	image-classificationImage Classification	CodeCode Available	0
Toward Robust Image Classification	Sep 19, 2019	ClassificationGeneral Classification	—Unverified	0
Timage -- A Robust Time Series Classification Pipeline	Sep 19, 2019	BenchmarkingClassification	CodeCode Available	0
Data Augmentation Revisited: Rethinking the Distribution Gap between Clean and Augmented Data	Sep 19, 2019	Data Augmentationimage-classification	—Unverified	0
Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML	Sep 19, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Utilizing Dependence among Variables in Evolutionary Algorithms for Mixed-Integer Programming: A Case Study on Multi-Objective Constrained Portfolio Optimization	Sep 19, 2019	Evolutionary AlgorithmsImage Classification	—Unverified	0
Large e-retailer image dataset for visual search and product classification	Sep 18, 2019	General Classificationimage-classification	—Unverified	0
Ludwig: a type-based declarative deep learning toolbox	Sep 17, 2019	DecoderDeep Learning	CodeCode Available	3
Transfer Learning with Dynamic Distribution Adaptation	Sep 17, 2019	Domain Adaptationimage-classification	—Unverified	0
They Might NOT Be Giants: Crafting Black-Box Adversarial Examples with Fewer Queries Using Particle Swarm Optimization	Sep 16, 2019	image-classificationImage Classification	—Unverified	0
Classification-Specific Parts for Improving Fine-Grained Visual Categorization	Sep 16, 2019	ClassificationFeature Importance	CodeCode Available	0

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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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified