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 4131–4140 of 10420 papers

Title	Date	Tasks	Status	Hype
Vision Transformers: From Semantic Segmentation to Dense Prediction	Jul 19, 2022	image-classificationImage Classification	CodeCode Available	3
Balanced Contrastive Learning for Long-Tailed Visual Recognition	Jul 19, 2022	Contrastive LearningImage Classification	CodeCode Available	1
Residual and Attentional Architectures for Vector-Symbols	Jul 18, 2022	image-classificationImage Classification	—Unverified	0
Consistent Polyhedral Surrogates for Top-k Classification and Variants	Jul 18, 2022	Classificationimage-classification	—Unverified	0
Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation	Jul 18, 2022	ClassificationFine-Grained Image Classification	CodeCode Available	0
Fully trainable Gaussian derivative convolutional layer	Jul 18, 2022	image-classificationImage Classification	CodeCode Available	0
Robustar: Interactive Toolbox Supporting Precise Data Annotation for Robust Vision Learning	Jul 18, 2022	BIG-bench Machine Learningimage-classification	CodeCode Available	1
Multi-manifold Attention for Vision Transformers	Jul 18, 2022	Action RecognitionClassification	—Unverified	0
ViT-NeT: Interpretable Vision Transformers with Neural Tree Decoder	Jul 17, 2022	Decision MakingDecoder	CodeCode Available	1
Zero-Shot Temporal Action Detection via Vision-Language Prompting	Jul 17, 2022	Action DetectionClassification	CodeCode Available	1

Show:10 25 50

← PrevPage 414 of 1042Next →

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