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 1826–1850 of 10420 papers

Title	Date	Tasks	Status	Hype
Multiscale Context-Aware Ensemble Deep KELM for Efficient Hyperspectral Image Classification	Sep 22, 2020	Computational EfficiencyGeneral Classification	CodeCode Available	1
Multi-Modal Reasoning Graph for Scene-Text Based Fine-Grained Image Classification and Retrieval	Sep 21, 2020	Fine-Grained Image ClassificationGeneral Classification	CodeCode Available	1
Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations	Sep 21, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	1
Searching for Low-Bit Weights in Quantized Neural Networks	Sep 18, 2020	image-classificationImage Classification	CodeCode Available	1
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks	Sep 17, 2020	Image ClassificationKnowledge Distillation	CodeCode Available	1
MoPro: Webly Supervised Learning with Momentum Prototypes	Sep 17, 2020	Contrastive Learningimage-classification	CodeCode Available	1
A Visual Analytics Framework for Explaining and Diagnosing Transfer Learning Processes	Sep 15, 2020	Deep LearningDescriptive	CodeCode Available	1
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup	Sep 15, 2020	Adversarial RobustnessImage Classification	CodeCode Available	1
Understanding the Role of Individual Units in a Deep Neural Network	Sep 10, 2020	Generative Adversarial Networkimage-classification	CodeCode Available	1
Region Comparison Network for Interpretable Few-shot Image Classification	Sep 8, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1
Stochastic-YOLO: Efficient Probabilistic Object Detection under Dataset Shifts	Sep 7, 2020	image-classificationImage Classification	CodeCode Available	1
Improving Self-Organizing Maps with Unsupervised Feature Extraction	Sep 4, 2020	ClassificationGeneral Classification	CodeCode Available	1
S3NAS: Fast NPU-aware Neural Architecture Search Methodology	Sep 4, 2020	image-classificationImage Classification	CodeCode Available	1
Imbalanced Image Classification with Complement Cross Entropy	Sep 4, 2020	ClassificationGeneral Classification	CodeCode Available	1
Protect, Show, Attend and Tell: Empowering Image Captioning Models with Ownership Protection	Aug 25, 2020	Image Captioningimage-classification	CodeCode Available	1
Self-Supervised Learning for Large-Scale Unsupervised Image Clustering	Aug 24, 2020	ClusteringGeneral Classification	CodeCode Available	1
Joint Modeling of Chest Radiographs and Radiology Reports for Pulmonary Edema Assessment	Aug 22, 2020	image-classificationImage Classification	CodeCode Available	1
Abstracting Deep Neural Networks into Concept Graphs for Concept Level Interpretability	Aug 14, 2020	Brain Tumor SegmentationDecision Making	CodeCode Available	1
Contextual Diversity for Active Learning	Aug 13, 2020	Active LearningDiversity	CodeCode Available	1
An Overview of Deep Learning Architectures in Few-Shot Learning Domain	Aug 12, 2020	Deep LearningFew-Shot Learning	CodeCode Available	1
An Ensemble of Simple Convolutional Neural Network Models for MNIST Digit Recognition	Aug 12, 2020	image-classificationImage Classification	CodeCode Available	1
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification	Aug 12, 2020	ClassificationGeneral Classification	CodeCode Available	1
Non-convex Learning via Replica Exchange Stochastic Gradient MCMC	Aug 12, 2020	Image Classification	CodeCode Available	1
Adversarial Training with Fast Gradient Projection Method against Synonym Substitution based Text Attacks	Aug 9, 2020	Adversarial AttackImage Classification	CodeCode Available	1
Graph Convolutional Networks for Hyperspectral Image Classification	Aug 6, 2020	ClassificationGeneral Classification	CodeCode Available	1

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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	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