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 1061–1070 of 10420 papers

Title	Date	Tasks	Status	Hype
Vicinity Vision Transformer	Jun 21, 2022	image-classificationImage Classification	CodeCode Available	1
TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks	Jun 21, 2022	image-classificationImage Classification	CodeCode Available	1
VulCNN: An Image-inspired Scalable Vulnerability Detection System	Jun 20, 2022	image-classificationImage Classification	CodeCode Available	1
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification	Jun 20, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm	Jun 19, 2022	image-classificationImage Classification	CodeCode Available	1
FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification	Jun 17, 2022	Federated LearningFew-Shot Learning	CodeCode Available	1
DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification	Jun 17, 2022	Classificationimage-classification	CodeCode Available	1
Channel Importance Matters in Few-Shot Image Classification	Jun 16, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Boosting the Adversarial Transferability of Surrogate Models with Dark Knowledge	Jun 16, 2022	Adversarial AttackFace Verification	CodeCode Available	1
Simple and Efficient Architectures for Semantic Segmentation	Jun 16, 2022	Decoderimage-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	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