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 2601–2625 of 10420 papers

Title	Date	Tasks	Status	Score
Certified Defenses against Adversarial Examples	Jan 29, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	5
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks	May 19, 2020	Adversarial RobustnessGeneral Classification	CodeCode Available	5
Certification for Differentially Private Prediction in Gradient-Based Training	Jun 19, 2024	image-classificationImage Classification	CodeCode Available	5
Inception-inspired LSTM for Next-frame Video Prediction	Aug 28, 2019	Autonomous Vehiclesimage-classification	CodeCode Available	5
Improvising the Learning of Neural Networks on Hyperspherical Manifold	Sep 29, 2021	Face IdentificationFace Recognition	CodeCode Available	5
Center Smoothing: Certified Robustness for Networks with Structured Outputs	Feb 19, 2021	Adversarial RobustnessDimensionality Reduction	CodeCode Available	5
An Optimized Toolbox for Advanced Image Processing with Tsetlin Machine Composites	Jun 2, 2024	Edge Detectionimage-classification	CodeCode Available	5
Cells are Actors: Social Network Analysis with Classical ML for SOTA Histology Image Classification	Jun 29, 2021	Deep Learningimage-classification	CodeCode Available	5
Improving Transferability of Adversarial Examples with Input Diversity	Mar 19, 2018	Adversarial AttackDiversity	CodeCode Available	5
In-distribution Public Data Synthesis with Diffusion Models for Differentially Private Image Classification	Jan 1, 2024	Diversityimage-classification	CodeCode Available	5
Cell image classification: a comparative overview	Jun 7, 2019	Classificationimage-classification	CodeCode Available	5
Improving the Gating Mechanism of Recurrent Neural Networks	Oct 22, 2019	image-classificationImage Classification	CodeCode Available	5
Improving the repeatability of deep learning models with Monte Carlo dropout	Feb 15, 2022	AttributeBinary Classification	CodeCode Available	5
Improving singing voice separation with the Wave-U-Net using Minimum Hyperspherical Energy	Oct 22, 2019	Data Augmentationimage-classification	CodeCode Available	5
CECT: Controllable Ensemble CNN and Transformer for COVID-19 Image Classification	Feb 5, 2023	ClassificationCOVID-19 Diagnosis	CodeCode Available	5
Improving Shift Invariance in Convolutional Neural Networks with Translation Invariant Polyphase Sampling	Apr 11, 2024	image-classificationImage Classification	CodeCode Available	5
Improving the Efficiency of Human-in-the-Loop Systems: Adding Artificial to Human Experts	Jul 6, 2023	image-classificationImage Classification	CodeCode Available	5
Improving Prototypical Visual Explanations with Reward Reweighing, Reselection, and Retraining	Jul 8, 2023	image-classificationImage Classification	CodeCode Available	5
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification	Dec 19, 2020	image-classificationImage Classification	CodeCode Available	5
Improving Random-Sampling Neural Architecture Search by Evolving the Proxy Search Space	Jan 1, 2021	image-classificationImage Classification	CodeCode Available	5
Improving Pairwise Ranking for Multi-label Image Classification	Apr 11, 2017	ClassificationGeneral Classification	CodeCode Available	5
Improving Pre-Trained Weights Through Meta-Heuristics Fine-Tuning	Dec 19, 2022	image-classificationImage Classification	CodeCode Available	5
Anomaly Detection of Adversarial Examples using Class-conditional Generative Adversarial Networks	May 21, 2021	Anomaly Detectionimage-classification	CodeCode Available	5
CBIR using features derived by Deep Learning	Feb 13, 2020	ClusteringContent-Based Image Retrieval	CodeCode Available	5
Improving Nonlinear Projection Heads using Pretrained Autoencoder Embeddings	Aug 25, 2024	Contrastive Learningimage-classification	CodeCode Available	5

Show:10 25 50

← PrevPage 105 of 417Next →

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