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 6876–6900 of 10420 papers

Title	Date	Tasks	Status	Hype
Webly Supervised Image Classification with Metadata: Automatic Noisy Label Correction via Visual-Semantic Graph	Oct 12, 2020	General ClassificationGraph Neural Network	CodeCode Available	0
Open-sourced Dataset Protection via Backdoor Watermarking	Oct 12, 2020	image-classificationImage Classification	CodeCode Available	1
MoCo-CXR: MoCo Pretraining Improves Representation and Transferability of Chest X-ray Models	Oct 11, 2020	Contrastive Learningimage-classification	CodeCode Available	1
Glance and Focus: a Dynamic Approach to Reducing Spatial Redundancy in Image Classification	Oct 11, 2020	Computational EfficiencyGeneral Classification	CodeCode Available	1
ByzShield: An Efficient and Robust System for Distributed Training	Oct 10, 2020	image-classificationImage Classification	CodeCode Available	0
Block-term Tensor Neural Networks	Oct 10, 2020	image-classificationImage Classification	—Unverified	0
Regularizing Neural Networks via Adversarial Model Perturbation	Oct 10, 2020	Image Classificationmodel	CodeCode Available	1
Brain-inspired predictive coding dynamics improve the robustness of deep neural networks	Oct 9, 2020	image-classificationImage Classification	CodeCode Available	0
Understanding Local Robustness of Deep Neural Networks under Natural Variations	Oct 9, 2020	Autonomous Drivingimage-classification	CodeCode Available	0
Explaining Clinical Decision Support Systems in Medical Imaging using Cycle-Consistent Activation Maximization	Oct 9, 2020	Breast Cancer DetectionDecision Making	—Unverified	0
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification	Oct 9, 2020	Domain AdaptationDomain Generalization	CodeCode Available	1
A Novel ANN Structure for Image Recognition	Oct 9, 2020	image-classificationImage Classification	—Unverified	0
Uncertainty-Aware Few-Shot Image Classification	Oct 9, 2020	ClassificationFew-Shot Image Classification	—Unverified	0
Be Your Own Best Competitor! Multi-Branched Adversarial Knowledge Transfer	Oct 9, 2020	Decoderimage-classification	—Unverified	0
R-MnasNet: Reduced MnasNet for Computer Vision	Oct 8, 2020	Image Classificationobject-detection	—Unverified	0
Evaluating the Effectiveness of Efficient Neural Architecture Search for Sentence-Pair Tasks	Oct 8, 2020	image-classificationImage Classification	—Unverified	0
A Fully Tensorized Recurrent Neural Network	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	1
Interlocking Backpropagation: Improving depthwise model-parallelism	Oct 8, 2020	image-classificationImage Classification	CodeCode Available	0
From Artificial Intelligence to Brain Intelligence: The basis learning and memory algorithm for brain-like intelligence	Oct 7, 2020	Hippocampusimage-classification	—Unverified	0
Explanation and Use of Uncertainty Quantified by Bayesian Neural Network Classifiers for Breast Histopathology Images	Oct 7, 2020	Dimensionality ReductionGeneral Classification	—Unverified	0
Conversion and Implementation of State-of-the-Art Deep Learning Algorithms for the Classification of Diabetic Retinopathy	Oct 7, 2020	Binary ClassificationClassification	—Unverified	0
SLCRF: Subspace Learning with Conditional Random Field for Hyperspectral Image Classification	Oct 7, 2020	General ClassificationHyperspectral Image Classification	—Unverified	0
Learning Binary Semantic Embedding for Histology Image Classification and Retrieval	Oct 7, 2020	ClassificationGeneral Classification	CodeCode Available	1
Variational Feature Disentangling for Fine-Grained Few-Shot Classification	Oct 7, 2020	ClassificationFew-Shot Image Classification	—Unverified	0
A Data Set and a Convolutional Model for Iconography Classification in Paintings	Oct 6, 2020	General ClassificationImage Classification	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	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