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 6576–6600 of 10420 papers

Title	Date	Tasks	Status	Hype
GANterfactual - Counterfactual Explanations for Medical Non-Experts using Generative Adversarial Learning	Dec 22, 2020	counterfactualCounterfactual Explanation	CodeCode Available	1
Differentially Private Synthetic Medical Data Generation using Convolutional GANs	Dec 22, 2020	Deep Learningimage-classification	CodeCode Available	1
Generative Interventions for Causal Learning	Dec 22, 2020	Image ClassificationOut-of-Distribution Generalization	CodeCode Available	1
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations	Dec 22, 2020	Binarizationimage-classification	CodeCode Available	1
LQF: Linear Quadratic Fine-Tuning	Dec 21, 2020	image-classificationImage Classification	—Unverified	0
ResizeMix: Mixing Data with Preserved Object Information and True Labels	Dec 21, 2020	Data Augmentationimage-classification	—Unverified	0
Color Channel Perturbation Attacks for Fooling Convolutional Neural Networks and A Defense Against Such Attacks	Dec 20, 2020	image-classificationImage Classification	CodeCode Available	0
Semi-supervised Hyperspectral Image Classification with Graph Clustering Convolutional Networks	Dec 20, 2020	ClassificationClustering	—Unverified	0
DISCO: Dynamic and Invariant Sensitive Channel Obfuscation for deep neural networks	Dec 20, 2020	image-classificationImage Classification	—Unverified	0
Fusing CNNs and statistical indicators to improve image classification	Dec 20, 2020	ClassificationGeneral Classification	CodeCode Available	0
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification	Dec 19, 2020	image-classificationImage Classification	CodeCode Available	0
Augmentation Inside the Network	Dec 19, 2020	Data Augmentationimage-classification	—Unverified	0
Minimax Active Learning	Dec 18, 2020	Active LearningClustering	—Unverified	0
Separation and Concentration in Deep Networks	Dec 18, 2020	General Classificationimage-classification	CodeCode Available	0
When Machine Learning Meets Quantum Computers: A Case Study	Dec 18, 2020	BIG-bench Machine LearningCPU	CodeCode Available	1
RAILS: A Robust Adversarial Immune-inspired Learning System	Dec 18, 2020	Adversarial DefenseDiversity	—Unverified	0
Enabling Retrain-free Deep Neural Network Pruning using Surrogate Lagrangian Relaxation	Dec 18, 2020	image-classificationImage Classification	—Unverified	0
Image and Text fusion for UPMC Food-101 \ BERT and CNNs	Dec 17, 2020	ClassificationDocument Text Classification	CodeCode Available	1
Attention-based Image Upsampling	Dec 17, 2020	image-classificationImage Classification	—Unverified	0
Learning and Sharing: A Multitask Genetic Programming Approach to Image Feature Learning	Dec 17, 2020	General Classificationimage-classification	—Unverified	0
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation	Dec 17, 2020	Domain GeneralizationImage Classification	CodeCode Available	1
Deep Learning of Cell Classification using Microscope Images of Intracellular Microtubule Networks	Dec 16, 2020	ClassificationGeneral Classification	—Unverified	0
Difficulty in estimating visual information from randomly sampled images	Dec 16, 2020	BIG-bench Machine LearningDimensionality Reduction	—Unverified	0
Point Transformer	Dec 16, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Convolutional Neural Networks from Image Markers	Dec 15, 2020	ClassificationGeneral 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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified