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 2451–2460 of 10420 papers

Title	Date	Tasks	Status	Score
Instilling Inductive Biases with Subnetworks	Oct 17, 2023	image-classificationImage Classification	CodeCode Available	5
Clustered Task-Aware Meta-Learning by Learning from Learning Paths	Sep 29, 2021	ClusteringFew-Shot Image Classification	CodeCode Available	5
Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise	Aug 12, 2019	image-classificationImage Classification	CodeCode Available	5
Adversarial Learning for Personalized Tag Recommendation	Apr 1, 2020	General Classificationimage-classification	CodeCode Available	5
Enhancing Neural Network Representations with Prior Knowledge-Based Normalization	Mar 25, 2024	ClusteringDomain Adaptation	CodeCode Available	5
Approaching Test Time Augmentation in the Context of Uncertainty Calibration for Deep Neural Networks	Apr 11, 2023	image-classificationImage Classification	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Initialization Matters for Adversarial Transfer Learning	Dec 10, 2023	Adversarial Robustnessimage-classification	CodeCode Available	5
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs	Dec 7, 2017	image-classificationImage Classification	CodeCode Available	5
mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks	Jun 5, 2020	Adversarial Defenseimage-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