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 9151–9175 of 10420 papers

Title	Date	Tasks	Status	Hype
GeneSys: Enabling Continuous Learning through Neural Network Evolution in Hardware	Aug 3, 2018	CPUGPU	—Unverified	0
CurriculumNet: Weakly Supervised Learning from Large-Scale Web Images	Aug 3, 2018	Image ClassificationWeakly-supervised Learning	CodeCode Available	0
The Quest for the Golden Activation Function	Aug 2, 2018	image-classificationImage Classification	—Unverified	0
Binarized Convolutional Neural Networks for Efficient Inference on GPUs	Aug 1, 2018	BinarizationGPU	—Unverified	0
Efficient Progressive Neural Architecture Search	Aug 1, 2018	General Classificationimage-classification	—Unverified	0
MnasNet: Platform-Aware Neural Architecture Search for Mobile	Jul 31, 2018	Image ClassificationNeural Architecture Search	CodeCode Available	1
Feature Grouping as a Stochastic Regularizer for High-Dimensional Structured Data	Jul 31, 2018	ClusteringDenoising	CodeCode Available	0
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design	Jul 30, 2018	Image ClassificationObject Detection	CodeCode Available	1
Improving Transferability of Deep Neural Networks	Jul 30, 2018	image-classificationImage Classification	—Unverified	0
Recurrently Exploring Class-wise Attention in A Hybrid Convolutional and Bidirectional LSTM Network for Multi-label Aerial Image Classification	Jul 30, 2018	General Classificationimage-classification	—Unverified	0
HybridNet: Classification and Reconstruction Cooperation for Semi-Supervised Learning	Jul 30, 2018	ClassificationDecoder	—Unverified	0
Comparator Networks	Jul 30, 2018	Face Recognitionimage-classification	—Unverified	0
Extreme Network Compression via Filter Group Approximation	Jul 30, 2018	General Classificationimage-classification	—Unverified	0
MaskConnect: Connectivity Learning by Gradient Descent	Jul 28, 2018	image-classificationImage Classification	—Unverified	0
Improving High Resolution Histology Image Classification with Deep Spatial Fusion Network	Jul 27, 2018	ClassificationGeneral Classification	—Unverified	0
Influence of Image Classification Accuracy on Saliency Map Estimation	Jul 27, 2018	ClassificationGeneral Classification	CodeCode Available	0
A Unified Approximation Framework for Compressing and Accelerating Deep Neural Networks	Jul 26, 2018	General Classificationimage-classification	—Unverified	0
Aggregated Learning: A Deep Learning Framework Based on Information-Bottleneck Vector Quantization	Jul 26, 2018	Image ClassificationQuantization	—Unverified	0
Effects of Degradations on Deep Neural Network Architectures	Jul 26, 2018	image-classificationImage Classification	CodeCode Available	0
End-to-End Incremental Learning	Jul 25, 2018	image-classificationImage Classification	CodeCode Available	1
How good is my GAN?	Jul 25, 2018	DiversityGeneral Classification	—Unverified	0
Residual Network based Aggregation Model for Skin Lesion Classification	Jul 24, 2018	ClassificationGeneral Classification	—Unverified	0
Self-Paced Learning with Adaptive Deep Visual Embeddings	Jul 24, 2018	Fine-Grained Visual Recognitionimage-classification	CodeCode Available	0
From Volcano to Toyshop: Adaptive Discriminative Region Discovery for Scene Recognition	Jul 23, 2018	Attributeimage-classification	CodeCode Available	0
Recent Advances in Convolutional Neural Network Acceleration	Jul 23, 2018	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	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