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 3526–3550 of 10420 papers

Title	Date	Tasks	Status	Score
Improved Activation Clipping for Universal Backdoor Mitigation and Test-Time Detection	Aug 8, 2023	image-classificationImage Classification	CodeCode Available	5
Employing Sentence Space Embedding for Classification of Data Stream from Fake News Domain	Jul 15, 2024	Classificationimage-classification	CodeCode Available	5
CLAD: A Contrastive Learning based Approach for Background Debiasing	Oct 6, 2022	Contrastive Learningimage-classification	CodeCode Available	5
Improved efficient capsule network for Kuzushiji-MNIST benchmark dataset classification	Dec 15, 2023	Image Classification	CodeCode Available	5
Soft ascent-descent as a stable and flexible alternative to flooding	Oct 16, 2023	Binary ClassificationImage Classification	CodeCode Available	5
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuse	Oct 3, 2023	feature selectionimage-classification	CodeCode Available	5
Implicit Generative Prior for Bayesian Neural Networks	Apr 27, 2024	Classification ConsistencyComputational Efficiency	CodeCode Available	5
Class2Str: End to End Latent Hierarchy Learning	Aug 20, 2018	General Classificationimage-classification	CodeCode Available	5
Importance of Disjoint Sampling in Conventional and Transformer Models for Hyperspectral Image Classification	Apr 23, 2024	BenchmarkingHyperspectral Image Classification	CodeCode Available	5
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization	May 27, 2019	AutoMLimage-classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
iMixer: hierarchical Hopfield network implies an invertible, implicit and iterative MLP-Mixer	Apr 25, 2023	image-classificationImage Classification	CodeCode Available	5
Deep-Dup: An Adversarial Weight Duplication Attack Framework to Crush Deep Neural Network in Multi-Tenant FPGA	Nov 5, 2020	Adversarial AttackCloud Computing	CodeCode Available	5
Comparing supervised learning dynamics: Deep neural networks match human data efficiency but show a generalisation lag	Feb 14, 2024	image-classificationImage Classification	CodeCode Available	5
Immiscible Color Flows in Optimal Transport Networks for Image Classification	May 4, 2022	Classificationimage-classification	CodeCode Available	5
Adaptive Cross-Modal Few-Shot Learning	Feb 19, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	5
EncodingNet: A Novel Encoding-based MAC Design for Efficient Neural Network Acceleration	Feb 25, 2024	Efficient Neural Networkimage-classification	CodeCode Available	5
ImageNot: A contrast with ImageNet preserves model rankings	Apr 2, 2024	image-classificationImage Classification	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	CodeCode Available	5
Image Quality Assessment Guided Deep Neural Networks Training	Aug 13, 2017	Data Augmentationimage-classification	CodeCode Available	5
Accuracy of TextFooler black box adversarial attacks on 01 loss sign activation neural network ensemble	Feb 12, 2024	Adversarial AttackClassification	CodeCode Available	5
DeepCorrect: Correcting DNN models against Image Distortions	May 5, 2017	ClassificationGeneral Classification	CodeCode Available	5
Deep Generalized Convolutional Sum-Product Networks	Feb 16, 2019	GPUImage Classification	CodeCode Available	5
Deep Convolutional Neural Networks for Breast Cancer Histology Image Analysis	Feb 2, 2018	Breast Cancer DetectionBreast Cancer Histology Image Classification	CodeCode Available	5
ALReLU: A different approach on Leaky ReLU activation function to improve Neural Networks Performance	Dec 11, 2020	ClassificationGeneral 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