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 9301–9325 of 10420 papers

Title	Date	Tasks	Status	Hype
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks	May 21, 2018	Image Classificationspeech-recognition	CodeCode Available	0
Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels	May 20, 2018	Image ClassificationLearning with noisy labels	CodeCode Available	1
Wavelet Convolutional Neural Networks	May 20, 2018	General Classificationimage-classification	CodeCode Available	1
Deep Predictive Coding Network with Local Recurrent Processing for Object Recognition	May 19, 2018	image-classificationImage Classification	CodeCode Available	0
Adversarial Structure Matching for Structured Prediction Tasks	May 18, 2018	Depth Estimationimage-classification	CodeCode Available	0
Neural Network Compression using Transform Coding and Clustering	May 18, 2018	ClusteringGeneral Classification	—Unverified	0
Progressive Ensemble Networks for Zero-Shot Recognition	May 18, 2018	DiversityGeneralized Zero-Shot Learning	—Unverified	0
Image Classification Based on Quantum KNN Algorithm	May 16, 2018	ClassificationGeneral Classification	—Unverified	0
Optical Neural Networks	May 16, 2018	General Classificationimage-classification	—Unverified	0
Knowledge Distillation in Generations: More Tolerant Teachers Educate Better Students	May 15, 2018	General Classificationimage-classification	—Unverified	0
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks	May 14, 2018	Autonomous DrivingCloud Computing	—Unverified	0
Energy Efficient Hadamard Neural Networks	May 14, 2018	Deep LearningGeneral Classification	—Unverified	0
Improving Predictive Uncertainty Estimation using Dropout -- Hamiltonian Monte Carlo	May 12, 2018	Autonomous DrivingBayesian Inference	—Unverified	0
Born Again Neural Networks	May 12, 2018	Image ClassificationKnowledge Distillation	CodeCode Available	0
Adaptive Selection of Deep Learning Models on Embedded Systems	May 11, 2018	Deep Learningimage-classification	—Unverified	0
Stingray Detection of Aerial Images Using Augmented Training Images Generated by A Conditional Generative Model	May 11, 2018	Data Augmentationimage-classification	—Unverified	0
Ensemble Soft-Margin Softmax Loss for Image Classification	May 10, 2018	ClassificationDiversity	—Unverified	0
Dense and Diverse Capsule Networks: Making the Capsules Learn Better	May 10, 2018	General Classificationimage-classification	CodeCode Available	0
Laconic Deep Learning Computing	May 10, 2018	2kDeep Learning	—Unverified	0
Learning to Teach	May 9, 2018	BIG-bench Machine Learningimage-classification	—Unverified	0
Anchor Cascade for Efficient Face Detection	May 9, 2018	Face DetectionFace Recognition	—Unverified	0
Evaluating ResNeXt Model Architecture for Image Classification	May 9, 2018	ClassificationGeneral Classification	CodeCode Available	0
Robust Classification with Convolutional Prototype Learning	May 9, 2018	ClassificationGeneral Classification	CodeCode Available	1
A Performance Evaluation of Convolutional Neural Networks for Face Anti Spoofing	May 8, 2018	Face Anti-Spoofingimage-classification	—Unverified	0
Enhancing the Regularization Effect of Weight Pruning in Artificial Neural Networks	May 4, 2018	General 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