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 7551–7575 of 10420 papers

Title	Date	Tasks	Status	Hype
Verification of Deep Convolutional Neural Networks Using ImageStars	Apr 12, 2020	image-classificationImage Classification	CodeCode Available	1
DarkneTZ: Towards Model Privacy at the Edge using Trusted Execution Environments	Apr 12, 2020	CPUimage-classification	CodeCode Available	1
Understanding the decisions of CNNs: An in-model approach	Apr 11, 2020	Image ClassificationInterpretable Machine Learning	CodeCode Available	1
Detached Error Feedback for Distributed SGD with Random Sparsification	Apr 11, 2020	Generalization BoundsImage Classification	—Unverified	0
Multimodal Categorization of Crisis Events in Social Media	Apr 10, 2020	Event Detectionimage-classification	CodeCode Available	1
Improved Residual Networks for Image and Video Recognition	Apr 10, 2020	Action Recognitionimage-classification	CodeCode Available	1
Exploring Optimal Deep Learning Models for Image-based Malware Variant Classification	Apr 10, 2020	ClassificationComputer Security	—Unverified	0
ASL Recognition with Metric-Learning based Lightweight Network	Apr 10, 2020	Action RecognitionAutonomous Driving	—Unverified	0
X3D: Expanding Architectures for Efficient Video Recognition	Apr 9, 2020	Action Classificationfeature selection	CodeCode Available	2
Dithered backprop: A sparse and quantized backpropagation algorithm for more efficient deep neural network training	Apr 9, 2020	image-classificationImage Classification	—Unverified	0
TensorProjection Layer: A Tensor-Based Dimension Reduction Method in Deep Neural Networks	Apr 9, 2020	Dimensionality Reductionimage-classification	CodeCode Available	0
Towards Reusable Network Components by Learning Compatible Representations	Apr 8, 2020	Computational EfficiencyDomain Adaptation	—Unverified	0
Empirical Perspectives on One-Shot Semi-supervised Learning	Apr 8, 2020	image-classificationImage Classification	—Unverified	0
Two-Stage Resampling for Convolutional Neural Network Training in the Imbalanced Colorectal Cancer Image Classification	Apr 7, 2020	General Classificationimage-classification	—Unverified	0
Radon cumulative distribution transform subspace modeling for image classification	Apr 7, 2020	ClassificationComputational Efficiency	CodeCode Available	0
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images	Apr 7, 2020	BIG-bench Machine LearningData Augmentation	—Unverified	0
Increasing the Inference and Learning Speed of Tsetlin Machines with Clause Indexing	Apr 7, 2020	General Classificationimage-classification	—Unverified	0
Teacher-Class Network: A Neural Network Compression Mechanism	Apr 7, 2020	image-classificationImage Classification	CodeCode Available	0
Generative Adversarial Zero-shot Learning via Knowledge Graphs	Apr 7, 2020	Attributeimage-classification	—Unverified	0
Evolving Normalization-Activation Layers	Apr 6, 2020	image-classificationImage Classification	CodeCode Available	1
Network Adjustment: Channel Search Guided by FLOPs Utilization Ratio	Apr 6, 2020	image-classificationImage Classification	CodeCode Available	1
Large-scale spatiotemporal photonic reservoir computer for image classification	Apr 6, 2020	ClassificationGeneral Classification	—Unverified	0
Attribute Mix: Semantic Data Augmentation for Fine Grained Recognition	Apr 6, 2020	AttributeAttribute Mining	—Unverified	0
Comparative Analysis of Multiple Deep CNN Models for Waste Classification	Apr 5, 2020	ClassificationGeneral Classification	—Unverified	0
Approximate Manifold Defense Against Multiple Adversarial Perturbations	Apr 5, 2020	Adversarial Robustnessimage-classification	CodeCode Available	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