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 1471–1480 of 10420 papers

Title	Date	Tasks	Status	Hype
The MAMe Dataset: On the relevance of High Resolution and Variable Shape image properties	Jul 27, 2020	ClassificationGeneral Classification	CodeCode Available	1
Class Adaptive Network Calibration	Nov 28, 2022	image-classificationImage Classification	CodeCode Available	1
Object Segmentation Without Labels with Large-Scale Generative Models	Jun 8, 2020	image-classificationImage Classification	CodeCode Available	1
Improving Zero-shot Generalization and Robustness of Multi-modal Models	Dec 4, 2022	image-classificationImage Classification	CodeCode Available	1
CycleMLP: A MLP-like Architecture for Dense Prediction	Jul 21, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1
Circumventing Outliers of AutoAugment with Knowledge Distillation	Mar 25, 2020	Data AugmentationGeneral Classification	CodeCode Available	1
Bilinear MLPs enable weight-based mechanistic interpretability	Oct 10, 2024	image-classificationImage Classification	CodeCode Available	1
A General Regret Bound of Preconditioned Gradient Method for DNN Training	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1
Billion-scale semi-supervised learning for image classification	May 2, 2019	ClassificationGeneral Classification	CodeCode Available	1
CyCNN: A Rotation Invariant CNN using Polar Mapping and Cylindrical Convolution Layers	Jul 21, 2020	ClassificationData Augmentation	CodeCode Available	1

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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