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 9826–9850 of 10420 papers

Title	Date	Tasks	Status	Hype
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks	Mar 9, 2017	Category-Agnostic Pose EstimationFew-Shot Image Classification	CodeCode Available	1
Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute Detection	Mar 8, 2017	Attributeimage-classification	CodeCode Available	0
Multi-Level and Multi-Scale Feature Aggregation Using Pre-trained Convolutional Neural Networks for Music Auto-tagging	Mar 6, 2017	General Classificationimage-classification	CodeCode Available	0
Deep Collaborative Learning for Visual Recognition	Mar 3, 2017	General Classificationimage-classification	—Unverified	0
Adversarial Examples for Semantic Image Segmentation	Mar 3, 2017	BIG-bench Machine LearningGeneral Classification	—Unverified	0
Large-Scale Evolution of Image Classifiers	Mar 3, 2017	Evolutionary AlgorithmsHyperparameter Optimization	CodeCode Available	0
Learning What Data to Learn	Feb 28, 2017	BIG-bench Machine LearningDeep Reinforcement Learning	—Unverified	0
ShaResNet: reducing residual network parameter number by sharing weights	Feb 28, 2017	image-classificationImage Classification	CodeCode Available	0
Auto-clustering Output Layer: Automatic Learning of Latent Annotations in Neural Networks	Feb 28, 2017	ClusteringGeneral Classification	—Unverified	0
Learning Deep NBNN Representations for Robust Place Categorization	Feb 25, 2017	ClassificationGeneral Classification	—Unverified	0
Mimicking Ensemble Learning with Deep Branched Networks	Feb 21, 2017	ClassificationEnsemble Learning	—Unverified	0
Online Representation Learning with Single and Multi-layer Hebbian Networks for Image Classification	Feb 21, 2017	General Classificationimage-classification	—Unverified	0
Learning Spatial Regularization with Image-level Supervisions for Multi-label Image Classification	Feb 20, 2017	ClassificationGeneral Classification	CodeCode Available	0
A Survey on Deep Learning in Medical Image Analysis	Feb 19, 2017	Deep LearningGeneral Classification	—Unverified	0
EMNIST: an extension of MNIST to handwritten letters	Feb 17, 2017	General ClassificationImage Classification	CodeCode Available	0
A Novel Weight-Shared Multi-Stage CNN for Scale Robustness	Feb 12, 2017	General Classificationimage-classification	—Unverified	0
Empirical Risk Minimization for Stochastic Convex Optimization: O(1/n)- and O(1/n^2)-type of Risk Bounds	Feb 7, 2017	Image Classification	—Unverified	0
Search Intelligence: Deep Learning For Dominant Category Prediction	Feb 6, 2017	ClassificationDeep Learning	—Unverified	0
ImageNet MPEG-7 Visual Descriptors - Technical Report	Feb 1, 2017	General Classificationimage-classification	—Unverified	0
Fully Convolutional Architectures for Multi-Class Segmentation in Chest Radiographs	Jan 30, 2017	image-classificationImage Classification	CodeCode Available	0
Theoretical Foundations of Forward Feature Selection Methods based on Mutual Information	Jan 26, 2017	Face Recognitionfeature selection	—Unverified	0
CP-decomposition with Tensor Power Method for Convolutional Neural Networks Compression	Jan 25, 2017	General Classificationimage-classification	CodeCode Available	0
Training Group Orthogonal Neural Networks with Privileged Information	Jan 24, 2017	Diversityimage-classification	—Unverified	0
Dirty Pixels: Towards End-to-End Image Processing and Perception	Jan 23, 2017	Autonomous DrivingDeblurring	CodeCode Available	0
Residual and Plain Convolutional Neural Networks for 3D Brain MRI Classification	Jan 23, 2017	ClassificationDeep Learning	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	RevCol-H	Top 1 Accuracy	90	—	Unverified