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 9376–9400 of 10420 papers

Title	Date	Tasks	Status	Hype
Hierarchical Transfer Convolutional Neural Networks for Image Classification	Mar 30, 2018	ClassificationGeneral Classification	—Unverified	0
ClickBAIT-v2: Training an Object Detector in Real-Time	Mar 27, 2018	image-classificationImage Classification	—Unverified	0
Fast Parametric Learning with Activation Memorization	Mar 27, 2018	Articlesimage-classification	—Unverified	0
Recent Developments from Attribute Profiles for Remote Sensing Image Classification	Mar 27, 2018	AttributeClassification	—Unverified	0
Canonical Correlation Analysis of Datasets with a Common Source Graph	Mar 27, 2018	ClusteringDimensionality Reduction	—Unverified	0
Efficient Image Dataset Classification Difficulty Estimation for Predicting Deep-Learning Accuracy	Mar 26, 2018	General Classificationimage-classification	CodeCode Available	0
Multi-scale Processing of Noisy Images using Edge Preservation Losses	Mar 26, 2018	DenoisingEdge Detection	CodeCode Available	0
Quantum Entanglement in Deep Learning Architectures	Mar 26, 2018	BIG-bench Machine LearningDeep Learning	—Unverified	0
BAGAN: Data Augmentation with Balancing GAN	Mar 26, 2018	Data Augmentationimage-classification	CodeCode Available	1
Lifting Layers: Analysis and Applications	Mar 23, 2018	Denoisingimage-classification	CodeCode Available	0
Detecting Adversarial Perturbations with Saliency	Mar 23, 2018	ClassificationGeneral Classification	—Unverified	0
Learning Deep Context-Network Architectures for Image Annotation	Mar 23, 2018	ClassificationGeneral Classification	—Unverified	0
Context Encoding for Semantic Segmentation	Mar 23, 2018	image-classificationImage Classification	CodeCode Available	2
Entrenamiento de una red neuronal para el reconocimiento de imagenes de lengua de senas capturadas con sensores de profundidad	Mar 22, 2018	ClassificationGeneral Classification	—Unverified	0
A Quantization-Friendly Separable Convolution for MobileNets	Mar 22, 2018	Edge-computingGPU	CodeCode Available	0
What do Deep Networks Like to See?	Mar 22, 2018	Image Classification	CodeCode Available	0
MLtuner: System Support for Automatic Machine Learning Tuning	Mar 20, 2018	BIG-bench Machine LearningGeneral Classification	CodeCode Available	0
A Neural Markovian Multiresolution Image Labeling Algorithm	Mar 20, 2018	image-classificationImage Classification	—Unverified	0
Weakly Supervised Object Localization on grocery shelves using simple FCN and Synthetic Dataset	Mar 19, 2018	Decoderimage-classification	—Unverified	0
D^2: Decentralized Training over Decentralized Data	Mar 19, 2018	image-classificationImage Classification	—Unverified	0
Improving Transferability of Adversarial Examples with Input Diversity	Mar 19, 2018	Adversarial AttackDiversity	CodeCode Available	0
Fast Neural Architecture Construction using EnvelopeNets	Mar 18, 2018	Evolutionary AlgorithmsGPU	—Unverified	0
Evolving Deep Convolutional Neural Networks by Variable-length Particle Swarm Optimization for Image Classification	Mar 17, 2018	General Classificationimage-classification	—Unverified	0
TBD: Benchmarking and Analyzing Deep Neural Network Training	Mar 16, 2018	BenchmarkingGeneral Classification	—Unverified	0
Studying Invariances of Trained Convolutional Neural Networks	Mar 15, 2018	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified