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 5251–5275 of 10420 papers

Title	Date	Tasks	Status	Hype
Grouped Pointwise Convolutions Significantly Reduces Parameters in EfficientNet	Oct 14, 2021	Image Classification	CodeCode Available	0
Non-deep Networks	Oct 14, 2021	Image ClassificationObject Detection	CodeCode Available	1
FocusNet: Classifying Better by Focusing on Confusing Classes	Oct 14, 2021	Classificationimage-classification	CodeCode Available	1
Self-Supervised Learning by Estimating Twin Class Distributions	Oct 14, 2021	Fine-Grained Image ClassificationImage Classification	CodeCode Available	1
Adversarial Attack across Datasets	Oct 13, 2021	Adversarial Attackimage-classification	—Unverified	0
Scaling Laws for the Few-Shot Adaptation of Pre-trained Image Classifiers	Oct 13, 2021	Few-Shot Learningimage-classification	—Unverified	0
Subspace Regularizers for Few-Shot Class Incremental Learning	Oct 13, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Well-classified Examples are Underestimated in Classification with Deep Neural Networks	Oct 13, 2021	ClassificationGraph Classification	CodeCode Available	1
Transform and Bitstream Domain Image Classification	Oct 13, 2021	Classificationimage-classification	—Unverified	0
Bio-inspired learnable divisive normalization for ANNs	Oct 12, 2021	Decoderimage-classification	—Unverified	0
NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks	Oct 12, 2021	Benchmarkingimage-classification	CodeCode Available	1
Voice-assisted Image Labelling for Endoscopic Ultrasound Classification using Neural Networks	Oct 12, 2021	AnatomyDeep Learning	—Unverified	0
Dynamic Inference with Neural Interpreters	Oct 12, 2021	image-classificationImage Classification	—Unverified	0
Balancing Average and Worst-case Accuracy in Multitask Learning	Oct 12, 2021	image-classificationImage Classification	—Unverified	0
CovXR: Automated Detection of COVID-19 Pneumonia in Chest X-Rays through Machine Learning	Oct 12, 2021	Diagnosticimage-classification	—Unverified	0
Semi-Supervised Auto-Encoder Graph Network for Diabetic Retinopathy Grading	Oct 11, 2021	Diabetic Retinopathy Gradingimage-classification	—Unverified	0
Decomposing Convolutional Neural Networks into Reusable and Replaceable Modules	Oct 11, 2021	image-classificationImage Classification	—Unverified	0
A Closer Look at Prototype Classifier for Few-shot Image Classification	Oct 11, 2021	Few-Shot Image ClassificationFew-Shot Learning	—Unverified	0
Synthesizing Machine Learning Programs with PAC Guarantees via Statistical Sketching	Oct 11, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Homogeneous Learning: Self-Attention Decentralized Deep Learning	Oct 11, 2021	Deep LearningFederated Learning	CodeCode Available	0
Instance-based Label Smoothing For Better Calibrated Classification Networks	Oct 11, 2021	Classificationimage-classification	CodeCode Available	0
Revitalizing CNN Attentions via Transformers in Self-Supervised Visual Representation Learning	Oct 11, 2021	image-classificationImage Classification	CodeCode Available	1
Learnable Adaptive Cosine Estimator (LACE) for Image Classification	Oct 11, 2021	Classificationimage-classification	CodeCode Available	0
Momentum Centering and Asynchronous Update for Adaptive Gradient Methods	Oct 11, 2021	image-classificationImage Classification	CodeCode Available	2
Heavy Ball Neural Ordinary Differential Equations	Oct 10, 2021	image-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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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