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 7276–7300 of 10420 papers

Title	Date	Tasks	Status	Hype
Ramanujan Bipartite Graph Products for Efficient Block Sparse Neural Networks	Jun 24, 2020	GPUimage-classification	—Unverified	0
When Do Neural Networks Outperform Kernel Methods?	Jun 24, 2020	image-classificationImage Classification	CodeCode Available	0
Interpretable Deep Models for Cardiac Resynchronisation Therapy Response Prediction	Jun 24, 2020	Clinical Knowledgeimage-classification	—Unverified	0
Hyperparameter Ensembles for Robustness and Uncertainty Quantification	Jun 24, 2020	Diversityimage-classification	CodeCode Available	0
Calibration of Neural Networks using Splines	Jun 23, 2020	Decision Makingimage-classification	CodeCode Available	1
Post-hoc Calibration of Neural Networks by g-Layers	Jun 23, 2020	Decision Makingimage-classification	—Unverified	0
Don’t Wait, Just Weight: Improving Unsupervised Representations by Learning Goal-Driven Instance Weights	Jun 22, 2020	Image ClassificationMeta-Learning	—Unverified	0
Auxiliary Learning by Implicit Differentiation	Jun 22, 2020	Auxiliary LearningImage Classification	—Unverified	0
RP2K: A Large-Scale Retail Product Dataset for Fine-Grained Image Classification	Jun 22, 2020	Fine-Grained Image ClassificationGeneral Classification	—Unverified	0
Effective Version Space Reduction for Convolutional Neural Networks	Jun 22, 2020	Active LearningImage Classification	—Unverified	0
DO-Conv: Depthwise Over-parameterized Convolutional Layer	Jun 22, 2020	image-classificationImage Classification	CodeCode Available	1
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID	Jun 22, 2020	General ClassificationImage Classification	CodeCode Available	1
The color out of space: learning self-supervised representations for Earth Observation imagery	Jun 22, 2020	ColorizationDisease Prediction	CodeCode Available	1
Self-Knowledge Distillation with Progressive Refinement of Targets	Jun 22, 2020	image-classificationImage Classification	CodeCode Available	1
A Universal Representation Transformer Layer for Few-Shot Image Classification	Jun 21, 2020	ClassificationDomain Generalization	CodeCode Available	1
FNA++: Fast Network Adaptation via Parameter Remapping and Architecture Search	Jun 21, 2020	image-classificationImage Classification	CodeCode Available	1
MaxVA: Fast Adaptation of Step Sizes by Maximizing Observed Variance of Gradients	Jun 21, 2020	Image ClassificationMachine Translation	CodeCode Available	0
Gradient-EM Bayesian Meta-learning	Jun 21, 2020	Computational EfficiencyFew-Shot Image Classification	—Unverified	0
A Bayesian Evaluation Framework for Subjectively Annotated Visual Recognition Tasks	Jun 20, 2020	Age EstimationAttribute	CodeCode Available	0
Adversarial Transfer of Pose Estimation Regression	Jun 20, 2020	Camera Pose EstimationDomain Adaptation	—Unverified	0
Unsupervised Image Classification for Deep Representation Learning	Jun 20, 2020	ClassificationClustering	CodeCode Available	0
Deep Polynomial Neural Networks	Jun 20, 2020	Conditional Image GenerationFace Identification	CodeCode Available	1
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition	Jun 20, 2020	Action ClassificationAction Recognition	CodeCode Available	1
Paying more attention to snapshots of Iterative Pruning: Improving Model Compression via Ensemble Distillation	Jun 20, 2020	image-classificationImage Classification	CodeCode Available	1
AutoOD: Automated Outlier Detection via Curiosity-guided Search and Self-imitation Learning	Jun 19, 2020	Fraud Detectionimage-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