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 3451–3475 of 10420 papers

Title	Date	Tasks	Status	Score
Improving k-Means Clustering Performance with Disentangled Internal Representations	Jun 5, 2020	ClusteringDeep Clustering	CodeCode Available	5
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization	May 27, 2019	AutoMLimage-classification	CodeCode Available	5
A Method of Moments Embedding Constraint and its Application to Semi-Supervised Learning	Apr 27, 2024	image-classificationImage Classification	CodeCode Available	5
Attacking by Aligning: Clean-Label Backdoor Attacks on Object Detection	Jul 19, 2023	Autonomous DrivingBackdoor Attack	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Deep Layer Aggregation	Jul 20, 2017	Image Classification	CodeCode Available	5
BR-NPA: A Non-Parametric High-Resolution Attention Model to improve the Interpretability of Attention	Jun 4, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	5
Improved efficient capsule network for Kuzushiji-MNIST benchmark dataset classification	Dec 15, 2023	Image Classification	CodeCode Available	5
Deep Intrinsic Decomposition with Adversarial Learning for Hyperspectral Image Classification	Oct 28, 2023	Hyperspectral Image Classificationimage-classification	CodeCode Available	5
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps	Dec 20, 2013	General ClassificationImage Attribution	CodeCode Available	5
A Comprehensive guide to Bayesian Convolutional Neural Network with Variational Inference	Jan 8, 2019	Bayesian InferenceGeneral Classification	CodeCode Available	5
Improved Gradient based Adversarial Attacks for Quantized Networks	Mar 30, 2020	image-classificationImage Classification	CodeCode Available	5
S4L: Self-Supervised Semi-Supervised Learning	May 9, 2019	General Classificationimage-classification	CodeCode Available	5
Improved Activation Clipping for Universal Backdoor Mitigation and Test-Time Detection	Aug 8, 2023	image-classificationImage Classification	CodeCode Available	5
Deep Hybrid Architecture for Very Low-Resolution Image Classification Using Capsule Attention	Sep 27, 2024	image-classificationImage Classification	CodeCode Available	5
Adversarial Attack and Defense on Graph Data: A Survey	Dec 26, 2018	Adversarial Attackimage-classification	CodeCode Available	5
Improving Long-tailed Object Detection with Image-Level Supervision by Multi-Task Collaborative Learning	Oct 11, 2022	ClassificationContrastive Learning	CodeCode Available	5
Impact of Fully Connected Layers on Performance of Convolutional Neural Networks for Image Classification	Jan 21, 2019	General Classificationimage-classification	CodeCode Available	5
Impact of ImageNet Model Selection on Domain Adaptation	Feb 6, 2020	BenchmarkingDomain Adaptation	CodeCode Available	5
DeepGraviLens: a Multi-Modal Architecture for Classifying Gravitational Lensing Data	May 2, 2022	AstronomyImage Classification	CodeCode Available	5
Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training	Dec 5, 2017	Federated Learningimage-classification	CodeCode Available	5
Implicit Generative Prior for Bayesian Neural Networks	Apr 27, 2024	Classification ConsistencyComputational Efficiency	CodeCode Available	5
CHEF: A Cheap and Fast Pipeline for Iteratively Cleaning Label Uncertainties (Technical Report)	Jul 19, 2021	image-classificationImage Classification	CodeCode Available	5
Efficient Search for Customized Activation Functions with Gradient Descent	Aug 13, 2024	Deep Learningimage-classification	CodeCode Available	5
Deep Gradient Compression Reduce the Communication Bandwidth For distributed Traning	Dec 5, 2017	Federated Learningimage-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