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 8551–8575 of 10420 papers

Title	Date	Tasks	Status	Hype
Deep Neural Networks for Marine Debris Detection in Sonar Images	May 13, 2019	image-classificationImage Classification	—Unverified	0
Hierarchically Structured Meta-learning	May 13, 2019	ClusteringContinual Learning	CodeCode Available	0
Multi-Agent Image Classification via Reinforcement Learning	May 13, 2019	ClassificationGeneral Classification	CodeCode Available	0
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features	May 13, 2019	Domain GeneralizationImage Captioning	CodeCode Available	1
A novel statistical metric learning for hyperspectral image classification	May 13, 2019	ClassificationDiversity	—Unverified	0
Understanding and Utilizing Deep Neural Networks Trained with Noisy Labels	May 13, 2019	Image Classification	CodeCode Available	1
Breast cancer image classification on WSI with spatial correlations	May 12, 2019	ClassificationGeneral Classification	CodeCode Available	0
Generative Adversarial Networks and Conditional Random Fields for Hyperspectral Image Classification	May 12, 2019	ClassificationGeneral Classification	—Unverified	0
Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints	May 12, 2019	General Classificationimage-classification	CodeCode Available	0
Multitask Deep Learning with Spectral Knowledge for Hyperspectral Image Classification	May 11, 2019	ClassificationDeep Learning	CodeCode Available	0
Breast Tumor Classification and Segmentation using Convolutional Neural Networks	May 10, 2019	ClassificationClustering	—Unverified	0
Single-Path NAS: Device-Aware Efficient ConvNet Design	May 10, 2019	General ClassificationGPU	—Unverified	0
Learning Loss for Active Learning	May 9, 2019	Active Learningimage-classification	CodeCode Available	1
Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification	May 9, 2019	General ClassificationHyperspectral Image Classification	—Unverified	0
Improving Discrete Latent Representations With Differentiable Approximation Bridges	May 9, 2019	Density EstimationGeneral Classification	—Unverified	0
S4L: Self-Supervised Semi-Supervised Learning	May 9, 2019	General Classificationimage-classification	CodeCode Available	0
Seesaw-Net: Convolution Neural Network With Uneven Group Convolution	May 9, 2019	image-classificationImage Classification	CodeCode Available	0
What Do Single-view 3D Reconstruction Networks Learn?	May 9, 2019	3D ReconstructionDecoder	—Unverified	0
Enhancing Cross-task Transferability of Adversarial Examples with Dispersion Reduction	May 8, 2019	image-classificationImage Classification	CodeCode Available	0
Fast-DENSER++: Evolving Fully-Trained Deep Artificial Neural Networks	May 8, 2019	Image Classification	—Unverified	0
AutoAssist: A Framework to Accelerate Training of Deep Neural Networks	May 8, 2019	GPUimage-classification	CodeCode Available	1
Advancements in Image Classification using Convolutional Neural Network	May 8, 2019	ClassificationGeneral Classification	—Unverified	0
Skin Lesion Classification Using CNNs with Patch-Based Attention and Diagnosis-Guided Loss Weighting	May 7, 2019	General Classificationimage-classification	CodeCode Available	0
High Frequency Residual Learning for Multi-Scale Image Classification	May 7, 2019	ClassificationClassifier calibration	—Unverified	0
Locality and Structure Regularized Low Rank Representation for Hyperspectral Image Classification	May 7, 2019	General ClassificationHyperspectral Image 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