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 2321–2330 of 10420 papers

Title	Date	Tasks	Status	Hype
TS-ENAS:Two-Stage Evolution for Cell-based Network Architecture Search	Oct 14, 2023	image-classificationImage Classification	—Unverified	0
Efficient Model-Agnostic Multi-Group Equivariant Networks	Oct 14, 2023	Fairnessimage-classification	—Unverified	0
Two Sides of The Same Coin: Bridging Deep Equilibrium Models and Neural ODEs via Homotopy Continuation	Oct 14, 2023	image-classificationImage Classification	CodeCode Available	0
Plug-and-Play Feature Generation for Few-Shot Medical Image Classification	Oct 14, 2023	Few-Shot Learningimage-classification	—Unverified	0
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning	Oct 14, 2023	Image ClassificationImage Description	CodeCode Available	7
Subspace Adaptation Prior for Few-Shot Learning	Oct 13, 2023	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	0
PaLI-3 Vision Language Models: Smaller, Faster, Stronger	Oct 13, 2023	Chart Question AnsweringCross-Modal Retrieval	CodeCode Available	1
Fusion framework and multimodality for the Laplacian approximation of Bayesian neural networks	Oct 12, 2023	image-classificationImage Classification	—Unverified	0
Revisiting Data Augmentation for Rotational Invariance in Convolutional Neural Networks	Oct 12, 2023	Data Augmentationimage-classification	—Unverified	0
Self-supervised visual learning for analyzing firearms trafficking activities on the Web	Oct 12, 2023	Classificationimage-classification	—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	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