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 3781–3790 of 10420 papers

Title	Date	Tasks	Status	Hype
Early Diagnosis of Retinal Blood Vessel Damage via Deep Learning-Powered Collective Intelligence Models	Oct 17, 2022	image-classificationImage Classification	CodeCode Available	0
Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning	Oct 17, 2022	image-classificationImage Classification	CodeCode Available	1
2nd Place Solution to Google Universal Image Embedding	Oct 17, 2022	Fine-Grained Image Classificationimage-classification	CodeCode Available	1
Bootstrapping the Relationship Between Images and Their Clean and Noisy Labels	Oct 17, 2022	Image ClassificationLearning with noisy labels	CodeCode Available	0
Packed-Ensembles for Efficient Uncertainty Estimation	Oct 17, 2022	Classifier calibrationDiversity	—Unverified	0
Thinking Two Moves Ahead: Anticipating Other Users Improves Backdoor Attacks in Federated Learning	Oct 17, 2022	Federated Learningimage-classification	CodeCode Available	0
Signal Processing for Implicit Neural Representations	Oct 17, 2022	DeblurringDenoising	—Unverified	0
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning	Oct 17, 2022	Contrastive Learningimage-classification	CodeCode Available	1
A Novel Membership Inference Attack against Dynamic Neural Networks by Utilizing Policy Networks Information	Oct 17, 2022	Computational EfficiencyDynamic neural networks	—Unverified	0
Vision-Language Pre-training: Basics, Recent Advances, and Future Trends	Oct 17, 2022	Few-Shot LearningImage Captioning	CodeCode Available	3

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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