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 9951–9975 of 10420 papers

Title	Date	Tasks	Status
Neural Networks Designing Neural Networks: Multi-Objective Hyper-Parameter Optimization	Nov 7, 2016	BIG-bench Machine Learningimage-classification	—Unverified
Does Distributionally Robust Supervised Learning Give Robust Classifiers?	Nov 7, 2016	BIG-bench Machine LearningGeneral Classification	—Unverified
Designing Neural Network Architectures using Reinforcement Learning	Nov 7, 2016	General Classificationimage-classification	CodeCode Available
Neural Architecture Search with Reinforcement Learning	Nov 5, 2016	Image ClassificationLanguage Modeling	CodeCode Available
Learning Identity Mappings with Residual Gates	Nov 4, 2016	Image Classification	—Unverified
Eve: A Gradient Based Optimization Method with Locally and Globally Adaptive Learning Rates	Nov 4, 2016	General Classificationimage-classification	CodeCode Available
A New Distance Measure for Non-Identical Data with Application to Image Classification	Oct 31, 2016	ClassificationGeneral Classification	—Unverified
Compressed Learning: A Deep Neural Network Approach	Oct 30, 2016	General Classificationimage-classification	CodeCode Available
Doubly Convolutional Neural Networks	Oct 30, 2016	image-classificationImage Classification	—Unverified
KeystoneML: Optimizing Pipelines for Large-Scale Advanced Analytics	Oct 29, 2016	BIG-bench Machine LearningGeneral Classification	—Unverified
Fast Low-rank Shared Dictionary Learning for Image Classification	Oct 27, 2016	ClassificationDictionary Learning	CodeCode Available
Maxmin convolutional neural networks for image classification	Oct 25, 2016	ClassificationGeneral Classification	—Unverified
Optimization on Submanifolds of Convolution Kernels in CNNs	Oct 22, 2016	General Classificationimage-classification	—Unverified
Enhanced Object Detection via Fusion With Prior Beliefs from Image Classification	Oct 21, 2016	ClassificationGeneral Classification	—Unverified
Safety Verification of Deep Neural Networks	Oct 21, 2016	Adversarial AttackAdversarial Defense	CodeCode Available
Multi-view metric learning for multi-instance image classification	Oct 21, 2016	ClassificationGeneral Classification	—Unverified
Spatio-Temporal Attention Models for Grounded Video Captioning	Oct 17, 2016	image-classificationImage Classification	—Unverified
A Harmonic Mean Linear Discriminant Analysis for Robust Image Classification	Oct 14, 2016	ClassificationDimensionality Reduction	—Unverified
Person Re-identification: Past, Present and Future	Oct 10, 2016	image-classificationImage Classification	—Unverified
Deep Pyramidal Residual Networks	Oct 10, 2016	General Classificationimage-classification	CodeCode Available
ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation	Oct 7, 2016	Aesthetics Quality AssessmentDomain Adaptation	CodeCode Available
QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding	Oct 7, 2016	image-classificationImage Classification	CodeCode Available
Xception: Deep Learning with Depthwise Separable Convolutions	Oct 7, 2016	ClassificationDeep Learning	CodeCode Available
Fast Image Classification by Boosting Fuzzy Classifiers	Oct 4, 2016	ClassificationGeneral Classification	—Unverified
Kernel Methods on Approximate Infinite-Dimensional Covariance Operators for Image Classification	Sep 29, 2016	General Classificationimage-classification	—Unverified

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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