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 10101–10125 of 10420 papers

Title	Date	Tasks	Status
Distributed Training of Deep Neural Networks with Theoretical Analysis: Under SSP Setting	Dec 9, 2015	General Classificationimage-classification	—Unverified
Embedding Label Structures for Fine-Grained Feature Representation	Dec 9, 2015	Fine-Grained Image ClassificationGeneral Classification	—Unverified
Fine-grained Image Classification by Exploring Bipartite-Graph Labels	Dec 8, 2015	ClassificationFine-Grained Image Classification	—Unverified
Explaining NonLinear Classification Decisions with Deep Taylor Decomposition	Dec 8, 2015	Action RecognitionClassification	CodeCode Available
HD-CNN: Hierarchical Deep Convolutional Neural Networks for Large Scale Visual Recognition	Dec 1, 2015	image-classificationImage Classification	—Unverified
Learning The Structure of Deep Convolutional Networks	Dec 1, 2015	image-classificationImage Classification	—Unverified
Aggregating Local Deep Features for Image Retrieval	Dec 1, 2015	image-classificationImage Classification	—Unverified
Analyzing Classifiers: Fisher Vectors and Deep Neural Networks	Dec 1, 2015	ClassificationGeneral Classification	—Unverified
MANTRA: Minimum Maximum Latent Structural SVM for Image Classification and Ranking	Dec 1, 2015	General Classificationimage-classification	—Unverified
Task-Driven Feature Pooling for Image Classification	Dec 1, 2015	ClassificationGeneral Classification	—Unverified
Structured Feature Selection	Dec 1, 2015	Dimensionality Reductionfeature selection	—Unverified
Design of Kernels in Convolutional Neural Networks for Image Classification	Nov 30, 2015	ClassificationGeneral Classification	CodeCode Available
Fine-Grained Classification via Mixture of Deep Convolutional Neural Networks	Nov 30, 2015	ClassificationFine-Grained Image Classification	—Unverified
Unsupervised Deep Feature Extraction for Remote Sensing Image Classification	Nov 25, 2015	ClassificationGeneral Classification	—Unverified
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs)	Nov 23, 2015	General ClassificationImage Classification	CodeCode Available
Recombinator Networks: Learning Coarse-to-Fine Feature Aggregation	Nov 23, 2015	image-classificationImage Classification	CodeCode Available
Auxiliary Image Regularization for Deep CNNs with Noisy Labels	Nov 22, 2015	image-classificationImage Classification	—Unverified
Data-dependent Initializations of Convolutional Neural Networks	Nov 21, 2015	image-classificationImage Classification	CodeCode Available
Top-k Multiclass SVM	Nov 20, 2015	General Classificationimage-classification	CodeCode Available
Training CNNs with Low-Rank Filters for Efficient Image Classification	Nov 20, 2015	ClassificationGeneral Classification	—Unverified
Semantic Diversity versus Visual Diversity in Visual Dictionaries	Nov 20, 2015	DiversityGeneral Classification	—Unverified
Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks	Nov 19, 2015	ClusteringGeneral Classification	CodeCode Available
Geodesics of learned representations	Nov 19, 2015	image-classificationImage Classification	—Unverified
How much data is needed to train a medical image deep learning system to achieve necessary high accuracy?	Nov 19, 2015	ClassificationComputed Tomography (CT)	—Unverified
Compact Bilinear Pooling	Nov 19, 2015	Face RecognitionFew-Shot Learning	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	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