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 3461–3470 of 10420 papers

Title	Date	Tasks	Status	Score
A Comprehensive guide to Bayesian Convolutional Neural Network with Variational Inference	Jan 8, 2019	Bayesian InferenceGeneral Classification	CodeCode Available	5
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps	Dec 20, 2013	General ClassificationImage Attribution	CodeCode Available	5
Importance of Disjoint Sampling in Conventional and Transformer Models for Hyperspectral Image Classification	Apr 23, 2024	BenchmarkingHyperspectral Image Classification	CodeCode Available	5
S4L: Self-Supervised Semi-Supervised Learning	May 9, 2019	General Classificationimage-classification	CodeCode Available	5
Soft ascent-descent as a stable and flexible alternative to flooding	Oct 16, 2023	Binary 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
Improved efficient capsule network for Kuzushiji-MNIST benchmark dataset classification	Dec 15, 2023	Image Classification	CodeCode Available	5
SynerMix: Synergistic Mixup Solution for Enhanced Intra-Class Cohesion and Inter-Class Separability in Image Classification	Mar 21, 2024	image-classificationImage Classification	CodeCode Available	5
Understanding Intrinsic Robustness Using Label Uncertainty	Jul 7, 2021	Adversarial RobustnessClassification	CodeCode Available	5
Comparing supervised learning dynamics: Deep neural networks match human data efficiency but show a generalisation lag	Feb 14, 2024	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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified