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 2426–2450 of 10420 papers

Title	Date	Tasks	Status	Score
CNN-RNN: A Unified Framework for Multi-label Image Classification	Apr 15, 2016	ClassificationGeneral Classification	CodeCode Available	5
CNN Features off-the-shelf: an Astounding Baseline for Recognition	Mar 23, 2014	AttributeGeneral Classification	CodeCode Available	5
Interferometric Neural Networks	Oct 25, 2023	AstronomyCombinatorial Optimization	CodeCode Available	5
Interlocking Backpropagation: Improving depthwise model-parallelism	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	5
Intelligent Multi-View Test Time Augmentation	Jun 12, 2024	Classificationimage-classification	CodeCode Available	5
A Computing Kernel for Network Binarization on PyTorch	Nov 11, 2019	BinarizationCPU	CodeCode Available	5
An Intelligent Remote Sensing Image Quality Inspection System	Jul 22, 2023	image-classificationImage Classification	CodeCode Available	5
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)	Nov 30, 2017	General Classificationimage-classification	CodeCode Available	5
Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification	Oct 6, 2024	ClassificationDomain Generalization	CodeCode Available	5
Instance-dependent Label Distribution Estimation for Learning with Label Noise	Dec 16, 2022	image-classificationImage Classification	CodeCode Available	5
C-Net: A Reliable Convolutional Neural Network for Biomedical Image Classification	Oct 30, 2020	ClassificationGeneral Classification	CodeCode Available	5
Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise	Aug 12, 2019	image-classificationImage Classification	CodeCode Available	5
Instance Temperature Knowledge Distillation	Jun 27, 2024	Decision MakingEfficient Exploration	CodeCode Available	5
CMVAE: Causal Meta VAE for Unsupervised Meta-Learning	Feb 20, 2023	Few-Shot Image Classificationimage-classification	CodeCode Available	5
Approximate Manifold Defense Against Multiple Adversarial Perturbations	Apr 5, 2020	Adversarial Robustnessimage-classification	CodeCode Available	5
Instance-based Label Smoothing For Better Calibrated Classification Networks	Oct 11, 2021	Classificationimage-classification	CodeCode Available	5
Instilling Inductive Biases with Subnetworks	Oct 17, 2023	image-classificationImage Classification	CodeCode Available	5
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs	Dec 7, 2017	image-classificationImage Classification	CodeCode Available	5
Initialization Matters for Adversarial Transfer Learning	Dec 10, 2023	Adversarial Robustnessimage-classification	CodeCode Available	5
Input-gradient space particle inference for neural network ensembles	Jun 5, 2023	DiversityEnsemble Learning	CodeCode Available	5
ClusterFit: Improving Generalization of Visual Representations	Dec 6, 2019	Action ClassificationClustering	CodeCode Available	5
Approximate Fisher Information Matrix to Characterise the Training of Deep Neural Networks	Oct 16, 2018	General Classificationimage-classification	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Clustered Task-Aware Meta-Learning by Learning from Learning Paths	Sep 29, 2021	ClusteringFew-Shot Image Classification	CodeCode Available	5
Information Competing Process for Learning Diversified Representations	Jun 4, 2019	General Classificationimage-classification	CodeCode Available	5

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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