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 2651–2660 of 10420 papers

Title	Date	Tasks	Status	Score
Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial Robustness	May 25, 2023	Adversarial DefenseAdversarial Purification	CodeCode Available	5
Advancing Attribution-Based Neural Network Explainability through Relative Absolute Magnitude Layer-Wise Relevance Propagation and Multi-Component Evaluation	Dec 12, 2024	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
CardioCaps: Attention-based Capsule Network for Class-Imbalanced Echocardiogram Classification	Mar 14, 2024	image-classificationImage Classification	CodeCode Available	5
Capsule Routing via Variational Bayes	May 27, 2019	Image Classification	CodeCode Available	5
Improving Neural Architecture Search Image Classifiers via Ensemble Learning	Mar 14, 2019	Ensemble LearningImage Classification	CodeCode Available	5
Improving Nonlinear Projection Heads using Pretrained Autoencoder Embeddings	Aug 25, 2024	Contrastive Learningimage-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 the Gating Mechanism of Recurrent Neural Networks	Oct 22, 2019	image-classificationImage Classification	CodeCode Available	5
Revisiting 16-bit Neural Network Training: A Practical Approach for Resource-Limited Learning	May 18, 2023	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