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 8776–8800 of 10420 papers

Title	Date	Tasks	Status	Hype
GFCN: A New Graph Convolutional Network Based on Parallel Flows	Feb 25, 2019	General Classificationimage-classification	—Unverified	0
Visualization, Discriminability and Applications of Interpretable Saak Features	Feb 25, 2019	General Classificationimage-classification	—Unverified	0
Image Classification on IoT Edge Devices: Profiling and Modeling	Feb 24, 2019	ClassificationEdge-computing	—Unverified	0
Discriminative Pattern Mining for Breast Cancer Histopathology Image Classification via Fully Convolutional Autoencoder	Feb 22, 2019	General Classificationimage-classification	—Unverified	0
Image Aesthetics Assessment Using Composite Features from off-the-Shelf Deep Models	Feb 22, 2019	image-classificationImage Classification	—Unverified	0
Quantifying contribution and propagation of error from computational steps, algorithms and hyperparameter choices in image classification pipelines	Feb 21, 2019	Bayesian OptimizationBIG-bench Machine Learning	CodeCode Available	0
ComplexFace: a Multi-Representation Approach for Image Classification with Small Dataset	Feb 21, 2019	Data AugmentationFace Recognition	—Unverified	0
Wasserstein Adversarial Examples via Projected Sinkhorn Iterations	Feb 21, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	1
Adversarial Augmentation for Enhancing Classification of Mammography Images	Feb 20, 2019	Cancer ClassificationClassification	CodeCode Available	0
Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting	Feb 20, 2019	Image ClassificationMeta-Learning	CodeCode Available	1
Perceptual Quality-preserving Black-Box Attack against Deep Learning Image Classifiers	Feb 20, 2019	Face RecognitionGeneral Classification	CodeCode Available	0
Learning with Inadequate and Incorrect Supervision	Feb 20, 2019	image-classificationImage Classification	—Unverified	0
Spatially-Adaptive Filter Units for Compact and Efficient Deep Neural Networks	Feb 20, 2019	Blind Image Deblurringimage-classification	CodeCode Available	0
Simplifying Graph Convolutional Networks	Feb 19, 2019	Graph RegressionImage Classification	CodeCode Available	1
Adaptive Cross-Modal Few-Shot Learning	Feb 19, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	0
LocalNorm: Robust Image Classification through Dynamically Regularized Normalization	Feb 18, 2019	ClassificationGeneral Classification	—Unverified	0
Contextual Encoder-Decoder Network for Visual Saliency Prediction	Feb 18, 2019	DecoderGeneral Classification	CodeCode Available	0
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification	Feb 18, 2019	ClassificationGeneral Classification	CodeCode Available	0
Evolutionary Neural AutoML for Deep Learning	Feb 18, 2019	AutoMLDeep Learning	CodeCode Available	1
Deep Generalized Convolutional Sum-Product Networks	Feb 16, 2019	GPUImage Classification	CodeCode Available	0
Min-Entropy Latent Model for Weakly Supervised Object Detection	Feb 16, 2019	image-classificationImage Classification	CodeCode Available	0
DC-AL GAN: Pseudoprogression and True Tumor Progression of Glioblastoma Multiform Image Classification Based on DCGAN and AlexNet	Feb 16, 2019	General ClassificationGenerative Adversarial Network	—Unverified	0
Bayesian Image Classification with Deep Convolutional Gaussian Processes	Feb 15, 2019	ClassificationDecision Making	—Unverified	0
Graph-RISE: Graph-Regularized Image Semantic Embedding	Feb 14, 2019	ClusteringGeneral Classification	—Unverified	0
Transfusion: Understanding Transfer Learning for Medical Imaging	Feb 14, 2019	image-classificationImage 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