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 10076–10100 of 10420 papers

Title	Date	Tasks	Status	Hype
Seeing through the Human Reporting Bias: Visual Classifiers from Noisy Human-Centric Labels	Dec 22, 2015	Image Captioningimage-classification	—Unverified	0
Sparse Coding with Fast Image Alignment via Large Displacement Optical Flow	Dec 21, 2015	Dictionary Learningimage-classification	—Unverified	0
Kernel principal component analysis network for image classification	Dec 20, 2015	ClassificationFace Recognition	—Unverified	0
Blockout: Dynamic Model Selection for Hierarchical Deep Networks	Dec 16, 2015	ClusteringGeneral Classification	—Unverified	0
Semantic-enriched Visual Vocabulary Construction in a Weakly Supervised Context	Dec 14, 2015	ClassificationGeneral Classification	—Unverified	0
Deep Learning Algorithms with Applications to Video Analytics for A Smart City: A Survey	Dec 10, 2015	Deep LearningFace Recognition	—Unverified	0
Deep Residual Learning for Image Recognition	Dec 10, 2015	Classification	CodeCode Available	4
Distributed Training of Deep Neural Networks with Theoretical Analysis: Under SSP Setting	Dec 9, 2015	General Classificationimage-classification	—Unverified	0
Embedding Label Structures for Fine-Grained Feature Representation	Dec 9, 2015	Fine-Grained Image ClassificationGeneral Classification	—Unverified	0
Explaining NonLinear Classification Decisions with Deep Taylor Decomposition	Dec 8, 2015	Action RecognitionClassification	CodeCode Available	0
Fine-grained Image Classification by Exploring Bipartite-Graph Labels	Dec 8, 2015	ClassificationFine-Grained Image Classification	—Unverified	0
Rethinking the Inception Architecture for Computer Vision	Dec 2, 2015	Computational EfficiencyImage Classification	CodeCode Available	1
Structured Feature Selection	Dec 1, 2015	Dimensionality Reductionfeature selection	—Unverified	0
Task-Driven Feature Pooling for Image Classification	Dec 1, 2015	ClassificationGeneral Classification	—Unverified	0
HD-CNN: Hierarchical Deep Convolutional Neural Networks for Large Scale Visual Recognition	Dec 1, 2015	image-classificationImage Classification	—Unverified	0
Learning The Structure of Deep Convolutional Networks	Dec 1, 2015	image-classificationImage Classification	—Unverified	0
MANTRA: Minimum Maximum Latent Structural SVM for Image Classification and Ranking	Dec 1, 2015	General Classificationimage-classification	—Unverified	0
Aggregating Local Deep Features for Image Retrieval	Dec 1, 2015	image-classificationImage Classification	—Unverified	0
Analyzing Classifiers: Fisher Vectors and Deep Neural Networks	Dec 1, 2015	ClassificationGeneral Classification	—Unverified	0
Fine-Grained Classification via Mixture of Deep Convolutional Neural Networks	Nov 30, 2015	ClassificationFine-Grained Image Classification	—Unverified	0
Design of Kernels in Convolutional Neural Networks for Image Classification	Nov 30, 2015	ClassificationGeneral Classification	CodeCode Available	0
Unsupervised Deep Feature Extraction for Remote Sensing Image Classification	Nov 25, 2015	ClassificationGeneral Classification	—Unverified	0
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs)	Nov 23, 2015	General ClassificationImage Classification	CodeCode Available	0
Recombinator Networks: Learning Coarse-to-Fine Feature Aggregation	Nov 23, 2015	image-classificationImage Classification	CodeCode Available	0
Auxiliary Image Regularization for Deep CNNs with Noisy Labels	Nov 22, 2015	image-classificationImage 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	RevCol-H	Top 1 Accuracy	90	—	Unverified