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 3026–3050 of 10420 papers

Title	Date	Tasks	Status	Score
Analysis and Optimization of Loss Functions for Multiclass, Top-k, and Multilabel Classification	Dec 12, 2016	General Classificationimage-classification	CodeCode Available	5
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network	Jul 5, 2019	image-classificationImage Classification	CodeCode Available	5
Directional Label Diffusion Model for Learning from Noisy Labels	Jan 1, 2025	image-classificationImage Classification	CodeCode Available	5
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes	May 9, 2025	Classificationimage-classification	CodeCode Available	5
Direction Concentration Learning: Enhancing Congruency in Machine Learning	Dec 17, 2019	BIG-bench Machine LearningContinual Learning	CodeCode Available	5
Benchmarking Large Language Models for Image Classification of Marine Mammals	Oct 22, 2024	Benchmarkingimage-classification	CodeCode Available	5
Improving Fairness in Image Classification via Sketching	Oct 31, 2022	ClassificationFairness	CodeCode Available	5
Improving Generalization and Convergence by Enhancing Implicit Regularization	May 31, 2024	image-classificationImage Classification	CodeCode Available	5
An Efficient Framework for Enhancing Discriminative Models via Diffusion Techniques	Dec 12, 2024	Classificationimage-classification	CodeCode Available	5
Defending Against Physically Realizable Attacks on Image Classification	Sep 20, 2019	ClassificationGeneral Classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Dirty Pixels: Towards End-to-End Image Processing and Perception	Jan 23, 2017	Autonomous DrivingDeblurring	CodeCode Available	5
BlockQNN: Efficient Block-wise Neural Network Architecture Generation	Aug 16, 2018	GPUimage-classification	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
KCNet: An Insect-Inspired Single-Hidden-Layer Neural Network with Randomized Binary Weights for Prediction and Classification Tasks	Aug 17, 2021	Data Augmentationimage-classification	CodeCode Available	5
Learning Implicitly Recurrent CNNs Through Parameter Sharing	Feb 26, 2019	image-classificationImage Classification	CodeCode Available	5
Benchmarking Deep Learning Models on NVIDIA Jetson Nano for Real-Time Systems: An Empirical Investigation	Jun 25, 2024	Action DetectionBenchmarking	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
Deep Visual City Recognition Visualization	May 6, 2019	image-classificationImage Classification	CodeCode Available	5
Adaptive Sample Selection for Robust Learning under Label Noise	Jun 29, 2021	Image ClassificationImage Classification with Label Noise	CodeCode Available	5
AOGNets: Compositional Grammatical Architectures for Deep Learning	Nov 15, 2017	Adversarial DefenseDeep Learning	CodeCode Available	5
Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute Detection	Mar 8, 2017	Attributeimage-classification	CodeCode Available	5
Analysing Training-Data Leakage from Gradients through Linear Systems and Gradient Matching	Oct 20, 2022	Attributeimage-classification	CodeCode Available	5
Discrete Representations Strengthen Vision Transformer Robustness	Nov 20, 2021	Domain GeneralizationImage 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

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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