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 1421–1430 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)	May 3, 2022	Image Classification	CodeCode Available	1	5
DATA: Domain-Aware and Task-Aware Self-supervised Learning	Mar 17, 2022	image-classificationImage Classification	CodeCode Available	1	5
Active Learning for Convolutional Neural Networks: A Core-Set Approach	Aug 1, 2017	Active Learningimage-classification	CodeCode Available	1	5
Data Feedback Loops: Model-driven Amplification of Dataset Biases	Sep 8, 2022	image-classificationImage Classification	CodeCode Available	1	5
Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models	Mar 19, 2024	image-classificationImage Classification	CodeCode Available	1	5
Just Train Twice: Improving Group Robustness without Training Group Information	Jul 19, 2021	image-classificationImage Classification	CodeCode Available	1	5
DataMUX: Data Multiplexing for Neural Networks	Feb 18, 2022	image-classificationImage Classification	CodeCode Available	1	5
KeepAugment: A Simple Information-Preserving Data Augmentation Approach	Nov 23, 2020	Data AugmentationGeneral Classification	CodeCode Available	1	5
Better plain ViT baselines for ImageNet-1k	May 3, 2022	Data AugmentationImage Classification	CodeCode Available	1	5
BSRBF-KAN: A combination of B-splines and Radial Basis Functions in Kolmogorov-Arnold Networks	Jun 17, 2024	Image ClassificationKolmogorov-Arnold Networks	CodeCode Available	1	5

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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