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 2001–2025 of 10420 papers

Title	Date	Tasks	Status	Hype
UniformAugment: A Search-free Probabilistic Data Augmentation Approach	Mar 31, 2020	Data AugmentationGPU	CodeCode Available	1
Regularizing Class-wise Predictions via Self-knowledge Distillation	Mar 31, 2020	image-classificationImage Classification	CodeCode Available	1
MUXConv: Information Multiplexing in Convolutional Neural Networks	Mar 31, 2020	Computational EfficiencyImage Classification	CodeCode Available	1
TResNet: High Performance GPU-Dedicated Architecture	Mar 30, 2020	Fine-Grained Image ClassificationGeneral Classification	CodeCode Available	1
An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow	Mar 30, 2020	Data AugmentationDeep Learning	CodeCode Available	1
DHP: Differentiable Meta Pruning via HyperNetworks	Mar 30, 2020	AutoMLDenoising	CodeCode Available	1
Rethinking Depthwise Separable Convolutions: How Intra-Kernel Correlations Lead to Improved MobileNets	Mar 30, 2020	Fine-Grained Image ClassificationImage Classification	CodeCode Available	1
Designing Network Design Spaces	Mar 30, 2020	Image ClassificationOut-of-Distribution Generalization	CodeCode Available	1
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction	Mar 27, 2020	Activity Recognition In VideosEvent data classification	CodeCode Available	1
GAN-based Priors for Quantifying Uncertainty	Mar 27, 2020	Bayesian InferenceDenoising	CodeCode Available	1
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection	Mar 26, 2020	image-classificationImage Classification	CodeCode Available	1
Circumventing Outliers of AutoAugment with Knowledge Distillation	Mar 25, 2020	Data AugmentationGeneral Classification	CodeCode Available	1
Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need?	Mar 25, 2020	AllFew-Shot Image Classification	CodeCode Available	1
Meta Pseudo Labels	Mar 23, 2020	Image ClassificationMeta-Learning	CodeCode Available	1
Adversarial Continual Learning	Mar 21, 2020	Continual Learningimage-classification	CodeCode Available	1
Adversarial Robustness on In- and Out-Distribution Improves Explainability	Mar 20, 2020	Adversarial Robustnessimage-classification	CodeCode Available	1
Overinterpretation reveals image classification model pathologies	Mar 19, 2020	ClassificationGeneral Classification	CodeCode Available	1
On Translation Invariance in CNNs: Convolutional Layers can Exploit Absolute Spatial Location	Mar 16, 2020	General Classificationimage-classification	CodeCode Available	1
Synthesizing human-like sketches from natural images using a conditional convolutional decoder	Mar 16, 2020	Decoderimage-classification	CodeCode Available	1
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning	Mar 15, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1
SOS: Selective Objective Switch for Rapid Immunofluorescence Whole Slide Image Classification	Mar 11, 2020	DiagnosticGeneral Classification	CodeCode Available	1
Improved Baselines with Momentum Contrastive Learning	Mar 9, 2020	Contrastive LearningData Augmentation	CodeCode Available	1
Π-nets: Deep Polynomial Neural Networks	Mar 8, 2020	Audio ClassificationGraph Representation Learning	CodeCode Available	1
Clean-Label Backdoor Attacks on Video Recognition Models	Mar 6, 2020	Backdoor Attackbackdoor defense	CodeCode Available	1
TaskNorm: Rethinking Batch Normalization for Meta-Learning	Mar 6, 2020	General Classificationimage-classification	CodeCode Available	1

Show:10 25 50

← PrevPage 81 of 417Next →

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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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