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 2701–2710 of 10420 papers

Title	Date	Tasks	Status	Hype
Invariant Scattering Transform for Medical Imaging	Jul 7, 2023	Decision MakingDeep Learning	—Unverified	0
How to use model architecture and training environment to estimate the energy consumption of DL training	Jul 7, 2023	Image Classification	CodeCode Available	0
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation	Jul 7, 2023	Few-Shot Image Classificationimage-classification	—Unverified	0
Learning Curves for Noisy Heterogeneous Feature-Subsampled Ridge Ensembles	Jul 6, 2023	image-classificationImage Classification	CodeCode Available	0
A Novel Site-Agnostic Multimodal Deep Learning Model to Identify Pro-Eating Disorder Content on Social Media	Jul 6, 2023	Deep Learningimage-classification	—Unverified	0
Art Authentication with Vision Transformers	Jul 6, 2023	image-classificationImage Classification	—Unverified	0
Distilling Large Vision-Language Model with Out-of-Distribution Generalizability	Jul 6, 2023	Few-Shot Image ClassificationImage Classification	CodeCode Available	1
Improving the Efficiency of Human-in-the-Loop Systems: Adding Artificial to Human Experts	Jul 6, 2023	image-classificationImage Classification	CodeCode Available	0
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification	Jul 6, 2023	BenchmarkingDomain Adaptation	CodeCode Available	1
Multi-Similarity Contrastive Learning	Jul 6, 2023	Caption GenerationContrastive Learning	—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	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified