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 8876–8900 of 10420 papers

Title	Date	Tasks	Status	Hype
Tencent ML-Images: A Large-Scale Multi-Label Image Database for Visual Representation Learning	Jan 7, 2019	image-classificationImage Classification	CodeCode Available	2
Multi-Objective Reinforced Evolution in Mobile Neural Architecture Search	Jan 4, 2019	image-classificationImage Classification	CodeCode Available	0
Adversarial Examples Versus Cloud-based Detectors: A Black-box Empirical Study	Jan 4, 2019	General Classificationimage-classification	—Unverified	0
A Hierarchical Grocery Store Image Dataset with Visual and Semantic Labels	Jan 3, 2019	ClassificationGeneral Classification	CodeCode Available	0
A Comprehensive Survey on Graph Neural Networks	Jan 3, 2019	BIG-bench Machine Learningimage-classification	CodeCode Available	1
On Minimum Discrepancy Estimation for Deep Domain Adaptation	Jan 2, 2019	Domain AdaptationGeneral Classification	CodeCode Available	1
Learning Efficient Detector with Semi-supervised Adaptive Distillation	Jan 2, 2019	image-classificationImage Classification	CodeCode Available	0
Multi-Label Adversarial Perturbations	Jan 2, 2019	General Classificationimage-classification	—Unverified	0
A Full Probabilistic Model for Yes/No Type Crowdsourcing in Multi-Class Classification	Jan 2, 2019	General Classificationimage-classification	CodeCode Available	0
Sample-Efficient Neural Architecture Search by Learning Action Space for Monte Carlo Tree Search	Jan 1, 2019	Evolutionary AlgorithmsImage Classification	—Unverified	0
LiSHT: Non-Parametric Linearly Scaled Hyperbolic Tangent Activation Function for Neural Networks	Jan 1, 2019	Classificationimage-classification	CodeCode Available	0
Morphological Network: How Far Can We Go with Morphological Neurons?	Jan 1, 2019	Image ClassificationImage Dehazing	—Unverified	0
Training with the Invisibles: Obfuscating Images to Share Safely for Learning Visual Recognition Models	Jan 1, 2019	AttributeFacial Landmark Detection	—Unverified	0
Deep Residual Learning in the JPEG Transform Domain	Dec 31, 2018	General Classificationimage-classification	CodeCode Available	0
Fine-tuning Convolutional Neural Networks for fine art classification	Dec 30, 2018	Artist classificationArtistic style classification	—Unverified	0
Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification	Dec 30, 2018	ClassificationGeneral Classification	—Unverified	0
DART: Domain-Adversarial Residual-Transfer Networks for Unsupervised Cross-Domain Image Classification	Dec 30, 2018	ClassificationDomain Adaptation	—Unverified	0
Greedy Layerwise Learning Can Scale to ImageNet	Dec 29, 2018	image-classificationImage Classification	CodeCode Available	0
Neural Architecture Search Over a Graph Search Space	Dec 27, 2018	image-classificationImage Classification	—Unverified	0
Adversarial Attack and Defense on Graph Data: A Survey	Dec 26, 2018	Adversarial Attackimage-classification	CodeCode Available	0
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning	Dec 26, 2018	image-classificationImage Classification	CodeCode Available	1
Attention Branch Network: Learning of Attention Mechanism for Visual Explanation	Dec 25, 2018	Decision Makingimage-classification	CodeCode Available	0
Privacy-Preserving Collaborative Deep Learning with Unreliable Participants	Dec 25, 2018	Deep Learningimage-classification	—Unverified	0
Guessing Smart: Biased Sampling for Efficient Black-Box Adversarial Attacks	Dec 24, 2018	image-classificationImage Classification	CodeCode Available	0
Learning from Web Data: the Benefit of Unsupervised Object Localization	Dec 21, 2018	Fine-Grained Image ClassificationGeneral Classification	—Unverified	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