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 9926–9950 of 10420 papers

Title	Date	Tasks	Status	Hype
A New Distance Measure for Non-Identical Data with Application to Image Classification	Oct 31, 2016	ClassificationGeneral Classification	—Unverified	0
Compressed Learning: A Deep Neural Network Approach	Oct 30, 2016	General Classificationimage-classification	CodeCode Available	0
Doubly Convolutional Neural Networks	Oct 30, 2016	image-classificationImage Classification	—Unverified	0
KeystoneML: Optimizing Pipelines for Large-Scale Advanced Analytics	Oct 29, 2016	BIG-bench Machine LearningGeneral Classification	—Unverified	0
Fast Low-rank Shared Dictionary Learning for Image Classification	Oct 27, 2016	ClassificationDictionary Learning	CodeCode Available	0
Maxmin convolutional neural networks for image classification	Oct 25, 2016	ClassificationGeneral Classification	—Unverified	0
Optimization on Submanifolds of Convolution Kernels in CNNs	Oct 22, 2016	General Classificationimage-classification	—Unverified	0
Enhanced Object Detection via Fusion With Prior Beliefs from Image Classification	Oct 21, 2016	ClassificationGeneral Classification	—Unverified	0
Multi-view metric learning for multi-instance image classification	Oct 21, 2016	ClassificationGeneral Classification	—Unverified	0
Safety Verification of Deep Neural Networks	Oct 21, 2016	Adversarial AttackAdversarial Defense	CodeCode Available	0
Spatio-Temporal Attention Models for Grounded Video Captioning	Oct 17, 2016	image-classificationImage Classification	—Unverified	0
A Harmonic Mean Linear Discriminant Analysis for Robust Image Classification	Oct 14, 2016	ClassificationDimensionality Reduction	—Unverified	0
Person Re-identification: Past, Present and Future	Oct 10, 2016	image-classificationImage Classification	—Unverified	0
Deep Pyramidal Residual Networks	Oct 10, 2016	General Classificationimage-classification	CodeCode Available	0
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization	Oct 7, 2016	General ClassificationImage Attribution	CodeCode Available	1
Xception: Deep Learning with Depthwise Separable Convolutions	Oct 7, 2016	ClassificationDeep Learning	CodeCode Available	0
QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding	Oct 7, 2016	image-classificationImage Classification	CodeCode Available	0
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	0
Fast Image Classification by Boosting Fuzzy Classifiers	Oct 4, 2016	ClassificationGeneral Classification	—Unverified	0
Kernel Methods on Approximate Infinite-Dimensional Covariance Operators for Image Classification	Sep 29, 2016	General Classificationimage-classification	—Unverified	0
Graph Based Convolutional Neural Network	Sep 28, 2016	BIG-bench Machine LearningGeneral Classification	—Unverified	0
Image Retrieval with Fisher Vectors of Binary Features	Sep 27, 2016	ClassificationGeneral Classification	—Unverified	0
Dropout with Expectation-linear Regularization	Sep 26, 2016	image-classificationImage Classification	—Unverified	0
Glasses Detection Using Convolutional Neural Networks	Sep 21, 2016	Face IdentificationFace Recognition	—Unverified	0
Matrix Variate RBM Model with Gaussian Distributions	Sep 21, 2016	General Classificationimage-classification	—Unverified	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	RevCol-H	Top 1 Accuracy	90	—	Unverified