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 2461–2470 of 10420 papers

Title	Date	Tasks	Status
AAVAE: Augmentation-Augmented Variational Autoencoders	Sep 29, 2021	Contrastive LearningData Augmentation	—Unverified
Collage Inference: Achieving low tail latency during distributed image classification using coded redundancy models	Jun 5, 2019	BIG-bench Machine LearningGeneral Classification	—Unverified
Collaborative Image Understanding	Oct 21, 2022	image-classificationImage Classification	—Unverified
A Random Ensemble of Encrypted Vision Transformers for Adversarially Robust Defense	Feb 11, 2024	Adversarial Robustnessimage-classification	—Unverified
DMSANet: Dual Multi Scale Attention Network	Jun 13, 2021	image-classificationImage Classification	—Unverified
Increasing Depth Leads to U-Shaped Test Risk in Over-parameterized Convolutional Networks	Oct 19, 2020	image-classificationImage Classification	—Unverified
Does deep learning model calibration improve performance in class-imbalanced medical image classification?	Sep 29, 2021	image-classificationImage Classification	—Unverified
Domain2Vec: Deep Domain Generalization	Jul 9, 2018	Domain Generalizationimage-classification	—Unverified
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference	Jan 30, 2019	image-classificationImage Classification	—Unverified
Collaboration of Experts: Achieving 80% Top-1 Accuracy on ImageNet with 100M FLOPs	Jul 8, 2021	Image Classification	—Unverified

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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