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 2351–2375 of 10420 papers

Title	Date	Tasks	Status	Score
Are Straight-Through gradients and Soft-Thresholding all you need for Sparse Training?	Dec 2, 2022	AllImage Classification	CodeCode Available	5
PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and Humans	Aug 25, 2023	Explainable Artificial Intelligence (XAI)Fine-Grained Image Classification	CodeCode Available	5
Interpretable Network Visualizations: A Human-in-the-Loop Approach for Post-hoc Explainability of CNN-based Image Classification	May 6, 2024	image-classificationImage Classification	CodeCode Available	5
A Group-Theoretic Framework for Data Augmentation	Jul 25, 2019	Data AugmentationImage Classification	CodeCode Available	5
Interpretable and Interactive Deep Multiple Instance Learning for Dental Caries Classification in Bitewing X-rays	Dec 17, 2021	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
ADVISE: ADaptive Feature Relevance and VISual Explanations for Convolutional Neural Networks	Mar 2, 2022	Density Estimationimage-classification	CodeCode Available	5
Enhancing Self-Supervised Learning for Remote Sensing with Elevation Data: A Case Study with Scarce And High Level Semantic Labels	Apr 13, 2023	Binary ClassificationEarth Observation	CodeCode Available	5
Interlocking Backpropagation: Improving depthwise model-parallelism	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	5
InterpNET: Neural Introspection for Interpretable Deep Learning	Oct 26, 2017	ClassificationDeep Learning	CodeCode Available	5
Invariant backpropagation: how to train a transformation-invariant neural network	Feb 16, 2015	ClassificationData Augmentation	CodeCode Available	5
ISyNet: Convolutional Neural Networks design for AI accelerator	Sep 4, 2021	Image ClassificationNeural Architecture Search	CodeCode Available	5
Are LSTMs Good Few-Shot Learners?	Oct 22, 2023	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	5
Instilling Inductive Biases with Subnetworks	Oct 17, 2023	image-classificationImage Classification	CodeCode Available	5
Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image Classification	Feb 19, 2024	ClassificationContinual Learning	CodeCode Available	5
Intelligent Multi-View Test Time Augmentation	Jun 12, 2024	Classificationimage-classification	CodeCode Available	5
Instance-dependent Label Distribution Estimation for Learning with Label Noise	Dec 16, 2022	image-classificationImage 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
An Intelligent Remote Sensing Image Quality Inspection System	Jul 22, 2023	image-classificationImage Classification	CodeCode Available	5
Input-gradient space particle inference for neural network ensembles	Jun 5, 2023	DiversityEnsemble Learning	CodeCode Available	5
Combined Depth Space based Architecture Search For Person Re-identification	Apr 9, 2021	image-classificationImage Classification	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Initialization Matters for Adversarial Transfer Learning	Dec 10, 2023	Adversarial Robustnessimage-classification	CodeCode Available	5
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs	Dec 7, 2017	image-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