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 4176–4200 of 10420 papers

Title	Date	Tasks	Status	Score
Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN	Jan 25, 2021	ClassificationDimensionality Reduction	CodeCode Available	5
Active Learning via Classifier Impact and Greedy Selection for Interactive Image Retrieval	Dec 3, 2024	Active LearningBinary Classification	CodeCode Available	5
Hyperspectral Image Classification in the Presence of Noisy Labels	Sep 12, 2018	ClassificationGeneral Classification	CodeCode Available	5
Hyperspectral image classification via a random patches network	May 22, 2018	ClassificationFew-Shot Image Classification	CodeCode Available	5
Hyperparameter Ensembles for Robustness and Uncertainty Quantification	Jun 24, 2020	Diversityimage-classification	CodeCode Available	5
A Synaptic Neural Network and Synapse Learning	May 1, 2019	Image Classification	CodeCode Available	5
Convolutional Oriented Boundaries: From Image Segmentation to High-Level Tasks	Jan 17, 2017	Boundary DetectionContour Detection	CodeCode Available	5
HyperDID: Hyperspectral Intrinsic Image Decomposition with Deep Feature Embedding	Nov 25, 2023	ClassificationHyperspectral image analysis	CodeCode Available	5
Hyper-Process Model: A Zero-Shot Learning algorithm for Regression Problems based on Shape Analysis	Oct 16, 2018	General Classificationimage-classification	CodeCode Available	5
Convolutional Oriented Boundaries	Aug 9, 2016	Contour DetectionGeneral Classification	CodeCode Available	5
Convolutional Neural Networks with Layer Reuse	Jan 28, 2019	image-classificationImage Classification	CodeCode Available	5
Automated Classification of Histopathology Images Using Transfer Learning	Mar 24, 2019	ClassificationDiagnostic	CodeCode Available	5
Hyperspectral Image Classification via Sparse Representation With Incremental Dictionaries	Nov 6, 2019	ClassificationHyperspectral Image Classification	CodeCode Available	5
Identifying Adversarially Attackable and Robust Samples	Jan 30, 2023	Active LearningAdversarial Attack	CodeCode Available	5
Immiscible Color Flows in Optimal Transport Networks for Image Classification	May 4, 2022	Classificationimage-classification	CodeCode Available	5
Convolutional Neural Networks for Global Human Settlements Mapping from Sentinel-2 Satellite Imagery	Jun 5, 2020	Earth Observationimage-classification	CodeCode Available	5
Asymmetric Masked Distillation for Pre-Training Small Foundation Models	Nov 6, 2023	Action ClassificationAction Recognition	CodeCode Available	5
HyenaPixel: Global Image Context with Convolutions	Feb 29, 2024	Image ClassificationObject Detection	CodeCode Available	5
Convolutional Neural Networks combined with Runge-Kutta Methods	Feb 24, 2018	Image Classification	CodeCode Available	5
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks	May 21, 2018	Image Classificationspeech-recognition	CodeCode Available	5
Drop Clause: Enhancing Performance, Interpretability and Robustness of the Tsetlin Machine	May 30, 2021	image-classificationImage Classification	CodeCode Available	5
Human-imperceptible, Machine-recognizable Images	Jun 6, 2023	image-classificationImage Classification	CodeCode Available	5
Human-in-the-Loop Visual Re-ID for Population Size Estimation	Dec 8, 2023	ClusteringFine-Grained Image Classification	CodeCode Available	5
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification	Feb 18, 2019	ClassificationGeneral Classification	CodeCode Available	5
HSI-CNN: A Novel Convolution Neural Network for Hyperspectral Image	Feb 28, 2018	ClassificationGeneral Classification	CodeCode Available	5

Show:10 25 50

← PrevPage 168 of 417Next →

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