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 4351–4375 of 10420 papers

Title	Date	Tasks	Status	Score
Fixed-Point Convolutional Neural Network for Real-Time Video Processing in FPGA	Aug 29, 2018	image-classificationImage Classification	CodeCode Available	5
How to Use Dropout Correctly on Residual Networks with Batch Normalization	Feb 13, 2023	ClassificationFine-Grained Image Classification	CodeCode Available	5
How transfer learning is used in generative models for image classification: improved accuracy	Dec 9, 2024	ClassificationGenerative Adversarial Network	CodeCode Available	5
Why Random Pruning Is All We Need to Start Sparse	Oct 5, 2022	AllImage Classification	CodeCode Available	5
How Do Training Methods Influence the Utilization of Vision Models?	Oct 18, 2024	Image Classification	CodeCode Available	5
How Flawed Is ECE? An Analysis via Logit Smoothing	Feb 15, 2024	image-classificationImage Classification	CodeCode Available	5
Fourier Analysis on Robustness of Graph Convolutional Neural Networks for Skeleton-based Action Recognition	May 29, 2023	Action Recognitionimage-classification	CodeCode Available	5
Homogeneous Learning: Self-Attention Decentralized Deep Learning	Oct 11, 2021	Deep LearningFederated Learning	CodeCode Available	5
Foundation Model Makes Clustering A Better Initialization For Cold-Start Active Learning	Feb 4, 2024	Active LearningClustering	CodeCode Available	5
Fossil Image Identification using Deep Learning Ensembles of Data Augmented Multiviews	Feb 16, 2023	image-classificationImage Classification	CodeCode Available	5
Enhancing Cross-task Transferability of Adversarial Examples with Dispersion Reduction	May 8, 2019	image-classificationImage Classification	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning	Jun 16, 2015	ClassificationDictionary Learning	CodeCode Available	5
Histopathological Image Classification based on Self-Supervised Vision Transformer and Weak Labels	Oct 17, 2022	Histopathological Image Classificationimage-classification	CodeCode Available	5
Gated Convolutional Networks with Hybrid Connectivity for Image Classification	Aug 26, 2019	Adversarial DefenseClassification	CodeCode Available	5
Gated Linear Networks	Sep 30, 2019	Image Classification	CodeCode Available	5
HOLMES: HOLonym-MEronym based Semantic inspection for Convolutional Image Classifiers	Mar 13, 2024	image-classificationImage Classification	CodeCode Available	5
High Performance Offline Handwritten Chinese Character Recognition Using GoogLeNet and Directional Feature Maps	May 19, 2015	image-classificationImage Classification	CodeCode Available	5
Constructing Multiple Tasks for Augmentation: Improving Neural Image Classification With K-means Features	Nov 18, 2019	ClusteringData Augmentation	CodeCode Available	5
ISLE: An Intelligent Streaming Framework for High-Throughput AI Inference in Medical Imaging	May 24, 2023	Decision MakingImage Classification	CodeCode Available	5
Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification	Dec 21, 2024	image-classificationImage Classification	CodeCode Available	5
High-fidelity Pseudo-labels for Boosting Weakly-Supervised Segmentation	Apr 5, 2023	image-classificationImage Classification	CodeCode Available	5
Hierarchical Representations for Efficient Architecture Search	Nov 1, 2017	General Classificationimage-classification	CodeCode Available	5
Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation	Jun 30, 2022	Diversityimage-classification	CodeCode Available	5
Hierarchical Mask-Enhanced Dual Reconstruction Network for Few-Shot Fine-Grained Image Classification	Jun 25, 2025	Fine-Grained 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