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 6951–6975 of 10420 papers

Title	Date	Tasks	Status	Hype
Where Does the Robustness Come from? A Study of the Transformation-based Ensemble Defence	Sep 28, 2020	image-classificationImage Classification	—Unverified	0
Generating Realistic COVID19 X-rays with a Mean Teacher + Transfer Learning GAN	Sep 26, 2020	image-classificationImage Classification	—Unverified	0
High Definition image classification in Geoscience using Machine Learning	Sep 25, 2020	BIG-bench Machine LearningClassification	CodeCode Available	0
HetSeq: Distributed GPU Training on Heterogeneous Infrastructure	Sep 25, 2020	GPUimage-classification	CodeCode Available	1
Locally orderless tensor networks for classifying two- and three-dimensional medical images	Sep 25, 2020	image-classificationImage Classification	CodeCode Available	0
A Unified Plug-and-Play Framework for Effective Data Denoising and Robust Abstention	Sep 25, 2020	Denoisingimage-classification	—Unverified	0
Training CNNs in Presence of JPEG Compression: Multimedia Forensics vs Computer Vision	Sep 25, 2020	Face DetectionGeneral Classification	—Unverified	0
From Pixel to Patch: Synthesize Context-aware Features for Zero-shot Semantic Segmentation	Sep 25, 2020	image-classificationImage Classification	CodeCode Available	1
Adversarial Examples in Deep Learning for Multivariate Time Series Regression	Sep 24, 2020	Adversarial AttackDeep Learning	CodeCode Available	1
PK-GCN: Prior Knowledge Assisted Image Classification using Graph Convolution Networks	Sep 24, 2020	ClassificationDeep Learning	—Unverified	0
Secure Data Sharing With Flow Model	Sep 24, 2020	BIG-bench Machine LearningImage Classification	CodeCode Available	0
Compressive spectral image classification using 3D coded convolutional neural network	Sep 23, 2020	ClassificationDeep Learning	—Unverified	0
Schizophrenia-mimicking layers outperform conventional neural network layers	Sep 23, 2020	image-classificationImage Classification	CodeCode Available	0
Pruning Convolutional Filters using Batch Bridgeout	Sep 23, 2020	image-classificationImage Classification	—Unverified	0
Integration of Roadside Camera Images and Weather Data for Monitoring Winter Road Surface Conditions	Sep 22, 2020	image-classificationImage Classification	—Unverified	0
Multiscale Context-Aware Ensemble Deep KELM for Efficient Hyperspectral Image Classification	Sep 22, 2020	Computational EfficiencyGeneral Classification	CodeCode Available	1
Using Neural Architecture Search for Improving Software Flaw Detection in Multimodal Deep Learning Models	Sep 22, 2020	BenchmarkingBIG-bench Machine Learning	—Unverified	0
Dynamic Fusion based Federated Learning for COVID-19 Detection	Sep 22, 2020	BIG-bench Machine LearningDecision Making	—Unverified	0
Role of Orthogonality Constraints in Improving Properties of Deep Networks for Image Classification	Sep 22, 2020	General Classificationimage-classification	—Unverified	0
The DongNiao International Birds 10000 Dataset	Sep 21, 2020	BIG-bench Machine LearningImage Classification	—Unverified	0
Adaptive Meta-Learning for Identification of Rover-Terrain Dynamics	Sep 21, 2020	ClassificationGeneral Classification	CodeCode Available	0
Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations	Sep 21, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	1
Multi-Modal Reasoning Graph for Scene-Text Based Fine-Grained Image Classification and Retrieval	Sep 21, 2020	Fine-Grained Image ClassificationGeneral Classification	CodeCode Available	1
Visual-Semantic Embedding Model Informed by Structured Knowledge	Sep 21, 2020	ClassificationGeneral Classification	—Unverified	0
Learning Soft Labels via Meta Learning	Sep 20, 2020	image-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	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	RevCol-H	Top 1 Accuracy	90	—	Unverified