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 8701–8725 of 10420 papers

Title	Date	Tasks	Status
Training Quantized Neural Networks with a Full-precision Auxiliary Module	Mar 27, 2019	image-classificationImage Classification	—Unverified
SRM : A Style-based Recalibration Module for Convolutional Neural Networks	Mar 26, 2019	Image ClassificationStyle Transfer	CodeCode Available
DetNAS: Backbone Search for Object Detection	Mar 26, 2019	General Classificationimage-classification	CodeCode Available
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
A geometry-inspired decision-based attack	Mar 26, 2019	General Classificationimage-classification	CodeCode Available
On evaluating CNN representations for low resource medical image classification	Mar 26, 2019	ClassificationGeneral Classification	—Unverified
Improving Sample Complexity with Observational Supervision	Mar 25, 2019	image-classificationImage Classification	—Unverified
Micro-Batch Training with Batch-Channel Normalization and Weight Standardization	Mar 25, 2019	GPUimage-classification	CodeCode Available
The LogBarrier adversarial attack: making effective use of decision boundary information	Mar 25, 2019	Adversarial Attackimage-classification	CodeCode Available
Efficiently utilizing complex-valued PolSAR image data via a multi-task deep learning framework	Mar 24, 2019	ClassificationForm	—Unverified
Automated Classification of Histopathology Images Using Transfer Learning	Mar 24, 2019	ClassificationDiagnostic	CodeCode Available
Joint Learning of Discriminative Low-dimensional Image Representations Based on Dictionary Learning and Two-layer Orthogonal Projections	Mar 24, 2019	Dictionary LearningImage Classification	—Unverified
1D-Convolutional Capsule Network for Hyperspectral Image Classification	Mar 23, 2019	ClassificationGeneral Classification	—Unverified
sharpDARTS: Faster and More Accurate Differentiable Architecture Search	Mar 23, 2019	Hyperparameter OptimizationImage Classification	CodeCode Available
Enhancing Generalization of First-Order Meta-Learning	Mar 22, 2019	Few-Shot Image Classificationimage-classification	—Unverified
Evolving Deep Neural Networks by Multi-objective Particle Swarm Optimization for Image Classification	Mar 21, 2019	ClassificationGeneral Classification	CodeCode Available
Calibrated Top-1 Uncertainty estimates for classification by score based models	Mar 21, 2019	General ClassificationImage Classification	CodeCode Available
Learning Disentangled Representations of Satellite Image Time Series	Mar 21, 2019	Change Detectionimage-classification	—Unverified
Deep Octonion Networks	Mar 20, 2019	General Classificationimage-classification	—Unverified
Convolution with even-sized kernels and symmetric padding	Mar 20, 2019	Continual Learningimage-classification	CodeCode Available
Probabilistic End-to-end Noise Correction for Learning with Noisy Labels	Mar 19, 2019	Image ClassificationLearning with noisy labels	CodeCode Available
Class-incremental Learning via Deep Model Consolidation	Mar 19, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
Low-Rank Discriminative Least Squares Regression for Image Classification	Mar 19, 2019	ClassificationGeneral Classification	—Unverified
Fisher Discriminative Least Squares Regression for Image Classification	Mar 19, 2019	ClassificationFace Recognition	CodeCode Available
An Effective Label Noise Model for DNN Text Classification	Mar 18, 2019	ClassificationGeneral 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	RevCol-H	Top 1 Accuracy	90	—	Unverified