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 3391–3400 of 10420 papers

Title	Date	Tasks	Status	Hype
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities	Jan 26, 2023	image-classificationImage Classification	—Unverified	0
Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment	Jan 25, 2023	Active Learningimage-classification	CodeCode Available	1
Discriminator-free Unsupervised Domain Adaptation for Multi-label Image Classification	Jan 25, 2023	Domain Adaptationimage-classification	CodeCode Available	1
Self-Supervised Curricular Deep Learning for Chest X-Ray Image Classification	Jan 25, 2023	image-classificationImage Classification	—Unverified	0
Connecting metrics for shape-texture knowledge in computer vision	Jan 25, 2023	image-classificationImage Classification	—Unverified	0
Progressive Meta-Pooling Learning for Lightweight Image Classification Model	Jan 24, 2023	Classificationimage-classification	—Unverified	0
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge	Jan 24, 2023	GPUimage-classification	CodeCode Available	1
When does the student surpass the teacher? Federated Semi-supervised Learning with Teacher-Student EMA	Jan 24, 2023	Federated Learningimage-classification	—Unverified	0
Local Window Attention Transformer for Polarimetric SAR Image Classification	Jan 23, 2023	ClassificationEarth Observation	CodeCode Available	1
Combined Use of Federated Learning and Image Encryption for Privacy-Preserving Image Classification with Vision Transformer	Jan 23, 2023	Federated Learningimage-classification	—Unverified	0

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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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified