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 7401–7425 of 10420 papers

Title	Date	Tasks	Status	Hype
Learning Augmentation Network via Influence Functions	Jun 1, 2020	ClassificationData Augmentation	—Unverified	0
Benchmarking Adversarial Robustness on Image Classification	Jun 1, 2020	Adversarial AttackAdversarial Robustness	CodeCode Available	1
DeepEMD: Few-Shot Image Classification With Differentiable Earth Mover's Distance and Structured Classifiers	Jun 1, 2020	ClassificationFew-Shot Image Classification	—Unverified	0
Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data	Jun 1, 2020	ClassificationClustering	—Unverified	0
Deep Degradation Prior for Low-Quality Image Classification	Jun 1, 2020	ClassificationGeneral Classification	—Unverified	0
Attentive Weights Generation for Few Shot Learning via Information Maximization	Jun 1, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1
Rethinking Computer-Aided Tuberculosis Diagnosis	Jun 1, 2020	image-classificationImage Classification	—Unverified	0
Stochastic Classifiers for Unsupervised Domain Adaptation	Jun 1, 2020	Domain Adaptationimage-classification	CodeCode Available	1
Rotation Equivariant Graph Convolutional Network for Spherical Image Classification	Jun 1, 2020	ClassificationGeneral Classification	CodeCode Available	1
GP-NAS: Gaussian Process Based Neural Architecture Search	Jun 1, 2020	Face Recognitionimage-classification	—Unverified	0
Probabilistic Structural Latent Representation for Unsupervised Embedding	Jun 1, 2020	Data AugmentationImage Classification	CodeCode Available	0
Frequency Domain Compact 3D Convolutional Neural Networks	Jun 1, 2020	image-classificationImage Classification	—Unverified	0
Fixed-Point Back-Propagation Training	Jun 1, 2020	CPUimage-classification	—Unverified	0
Latent Domain Learning with Dynamic Residual Adapters	Jun 1, 2020	Domain Adaptationimage-classification	—Unverified	0
BadNL: Backdoor Attacks against NLP Models with Semantic-preserving Improvements	Jun 1, 2020	Backdoor AttackBIG-bench Machine Learning	—Unverified	0
Integrating global spatial features in CNN based Hyperspectral/SAR imagery classification	May 30, 2020	ClassificationGeneral Classification	—Unverified	0
A Hierarchical Deep Convolutional Neural Network and Gated Recurrent Unit Framework for Structural Damage Detection	May 29, 2020	BIG-bench Machine Learningimage-classification	—Unverified	0
Towards Context-Agnostic Learning Using Synthetic Data	May 29, 2020	Few-Shot Learningimage-classification	CodeCode Available	0
Deep convolutional tensor network	May 29, 2020	image-classificationImage Classification	CodeCode Available	1
ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification	May 28, 2020	Few-Shot Image ClassificationFine-Grained Image Recognition	CodeCode Available	1
Overview: Computer vision and machine learning for microstructural characterization and analysis	May 28, 2020	BIG-bench Machine Learningimage-classification	—Unverified	0
Tensor decomposition to Compress Convolutional Layers in Deep Learning	May 28, 2020	Anomaly DetectionDeep Learning	CodeCode Available	0
Fuzziness-based Spatial-Spectral Class Discriminant Information Preserving Active Learning for Hyperspectral Image Classification	May 28, 2020	Active LearningGeneral Classification	CodeCode Available	0
Balanced joint maximum mean discrepancy for deep transfer learning	May 27, 2020	Domain AdaptationImage Classification	CodeCode Available	0
Explaining Neural Networks by Decoding Layer Activations	May 27, 2020	DecoderGeneral Classification	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