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 8576–8600 of 10420 papers

Title	Date	Tasks	Status
Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness	Jun 7, 2019	Adversarial DefenseFraud Detection	CodeCode Available
Variational Resampling Based Assessment of Deep Neural Networks under Distribution Shift	Jun 7, 2019	Domain AdaptationDomain Generalization	CodeCode Available
Unsupervised Feature Learning with K-means and An Ensemble of Deep Convolutional Neural Networks for Medical Image Classification	Jun 7, 2019	ClusteringDeep Learning	—Unverified
TensorNetwork for Machine Learning	Jun 7, 2019	BIG-bench Machine LearningCPU	CodeCode Available
StyleNAS: An Empirical Study of Neural Architecture Search to Uncover Surprisingly Fast End-to-End Universal Style Transfer Networks	Jun 6, 2019	image-classificationImage Classification	—Unverified
Should Adversarial Attacks Use Pixel p-Norm?	Jun 6, 2019	Adversarial AttackBIG-bench Machine Learning	—Unverified
Bad Global Minima Exist and SGD Can Reach Them	Jun 6, 2019	Data Augmentationimage-classification	CodeCode Available
Iterative Self-Learning: Semi-Supervised Improvement to Dataset Volumes and Model Accuracy	Jun 6, 2019	ClassificationGeneral Classification	—Unverified
Playing the lottery with rewards and multiple languages: lottery tickets in RL and NLP	Jun 6, 2019	image-classificationImage Classification	—Unverified
Robust Attacks against Multiple Classifiers	Jun 6, 2019	General Classificationimage-classification	CodeCode Available
PI-Net: A Deep Learning Approach to Extract Topological Persistence Images	Jun 5, 2019	Activity RecognitionDeep Learning	CodeCode Available
Collage Inference: Achieving low tail latency during distributed image classification using coded redundancy models	Jun 5, 2019	BIG-bench Machine LearningGeneral Classification	—Unverified
c-Eval: A Unified Metric to Evaluate Feature-based Explanations via Perturbation	Jun 5, 2019	image-classificationImage Classification	—Unverified
Multi-way Encoding for Robustness	Jun 5, 2019	image-classificationImage Classification	—Unverified
Visual Confusion Label Tree For Image Classification	Jun 5, 2019	ClassificationGeneral Classification	—Unverified
Visual Tree Convolutional Neural Network in Image Classification	Jun 4, 2019	ClassificationGeneral Classification	—Unverified
Embedded hyper-parameter tuning by Simulated Annealing	Jun 4, 2019	image-classificationImage Classification	CodeCode Available
Information Competing Process for Learning Diversified Representations	Jun 4, 2019	General Classificationimage-classification	CodeCode Available
Constructing Energy-efficient Mixed-precision Neural Networks through Principal Component Analysis for Edge Intelligence	Jun 4, 2019	Autonomous VehiclesDimensionality Reduction	CodeCode Available
An Introduction to Deep Morphological Networks	Jun 4, 2019	Deep Learningimage-classification	—Unverified
Geo-Aware Networks for Fine-Grained Recognition	Jun 4, 2019	Fine-Grained Image ClassificationGeneral Classification	CodeCode Available
Deeply-supervised Knowledge Synergy	Jun 3, 2019	General Classificationimage-classification	CodeCode Available
Achieving Generalizable Robustness of Deep Neural Networks by Stability Training	Jun 3, 2019	Data AugmentationGeneral Classification	—Unverified
Hierarchical Auxiliary Learning	Jun 3, 2019	Auxiliary LearningClassification	—Unverified
Learning Representations by Maximizing Mutual Information Across Views	Jun 3, 2019	Data AugmentationImage Classification	CodeCode Available

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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