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 2611–2620 of 10420 papers

Title	Date	Tasks	Status	Hype
T-Fusion Net: A Novel Deep Neural Network Augmented with Multiple Localizations based Spatial Attention Mechanisms for Covid-19 Detection	Jul 31, 2023	image-classificationImage Classification	—Unverified	0
Hybrid quantum transfer learning for crack image classification on NISQ hardware	Jul 31, 2023	Edge Detectionimage-classification	—Unverified	0
L3DMC: Lifelong Learning using Distillation via Mixed-Curvature Space	Jul 31, 2023	image-classificationImage Classification	CodeCode Available	0
CDUL: CLIP-Driven Unsupervised Learning for Multi-Label Image Classification	Jul 31, 2023	Classificationimage-classification	CodeCode Available	1
Class-Specific Distribution Alignment for Semi-Supervised Medical Image Classification	Jul 29, 2023	image-classificationImage Classification	—Unverified	0
Cross-dimensional transfer learning in medical image segmentation with deep learning	Jul 29, 2023	image-classificationImage Classification	CodeCode Available	0
Task-Oriented Channel Attention for Fine-Grained Few-Shot Classification	Jul 28, 2023	Cross-Domain Few-ShotFine-Grained Image Classification	CodeCode Available	1
Few-shot Image Classification based on Gradual Machine Learning	Jul 28, 2023	ClassificationFew-Shot Image Classification	—Unverified	0
Cross-Modal Concept Learning and Inference for Vision-Language Models	Jul 28, 2023	Domain GeneralizationFew-Shot Learning	—Unverified	0
Quantum-limited stochastic optical neural networks operating at a few quanta per activation	Jul 28, 2023	Image Classification	CodeCode Available	1

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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	RevCol-H	Top 1 Accuracy	90	—	Unverified