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 3301–3310 of 10420 papers

Title	Date	Tasks	Status	Score
Dynamic Convolution: Attention over Convolution Kernels	Dec 7, 2019	Image ClassificationKeypoint Detection	CodeCode Available	5
Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference	Dec 6, 2019	Image ClassificationPose Estimation	CodeCode Available	5
Deeply-Supervised Nets	Sep 18, 2014	ClassificationGeneral Classification	CodeCode Available	5
A Certified Radius-Guided Attack Framework to Image Segmentation Models	Apr 5, 2023	image-classificationImage Classification	CodeCode Available	5
Multidimensional Belief Quantification for Label-Efficient Meta-Learning	Mar 23, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
An Interaction-based Convolutional Neural Network (ICNN) Towards Better Understanding of COVID-19 X-ray Images	Jun 13, 2021	Explainable artificial intelligenceExplainable Artificial Intelligence (XAI)	CodeCode Available	5
Deep Low-Shot Learning for Biological Image Classification and Visualization from Limited Training Samples	Oct 20, 2020	General Classificationimage-classification	CodeCode Available	5
Multigrid Neural Architectures	Nov 23, 2016	Image ClassificationSemantic Segmentation	CodeCode Available	5
Adaptively Connected Neural Networks	Apr 7, 2019	Document ClassificationImage Classification	CodeCode Available	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	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