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 4276–4300 of 10420 papers

Title	Date	Tasks	Status	Score
HyperbolicLR: Epoch insensitive learning rate scheduler	Jul 21, 2024	image-classificationImage Classification	CodeCode Available	5
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual Learning	Oct 4, 2023	Continual Learningimage-classification	CodeCode Available	5
Contextual Explanation Networks	May 29, 2017	Image ClassificationInterpretability Techniques for Deep Learning	CodeCode Available	5
FrImCla: A Framework for Image Classification Using Traditional and Transfer Learning Techniques	Mar 13, 2020	ClassificationCPU	CodeCode Available	5
Contextual Encoder-Decoder Network for Visual Saliency Prediction	Feb 18, 2019	DecoderGeneral Classification	CodeCode Available	5
FrequentNet: A Novel Interpretable Deep Learning Model for Image Classification	Jan 4, 2020	ClassificationDeep Learning	CodeCode Available	5
Frequency-Temporal Attention Network for Remote Sensing Imagery Change Detection	Oct 10, 2024	Change DetectionEarth Observation	CodeCode Available	5
HOLMES: HOLonym-MEronym based Semantic inspection for Convolutional Image Classifiers	Mar 13, 2024	image-classificationImage Classification	CodeCode Available	5
Frequency-Guided Masking for Enhanced Vision Self-Supervised Learning	Sep 16, 2024	Few-Shot Learningimage-classification	CodeCode Available	5
Contextual Dropout: An Efficient Sample-Dependent Dropout Module	Mar 6, 2021	image-classificationImage Classification	CodeCode Available	5
Homogeneous Learning: Self-Attention Decentralized Deep Learning	Oct 11, 2021	Deep LearningFederated Learning	CodeCode Available	5
Histopathological Image Classification based on Self-Supervised Vision Transformer and Weak Labels	Oct 17, 2022	Histopathological Image Classificationimage-classification	CodeCode Available	5
Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning	Jun 16, 2015	ClassificationDictionary Learning	CodeCode Available	5
Contextual Classification Using Self-Supervised Auxiliary Models for Deep Neural Networks	Jan 7, 2021	General ClassificationImage Classification	CodeCode Available	5
Associative Transformer	Sep 22, 2023	Artificial Global WorkspaceImage Classification	CodeCode Available	5
Contextual Checkerboard Denoise -- A Novel Neural Network-Based Approach for Classification-Aware OCT Image Denoising	Nov 29, 2024	DenoisingDiagnostic	CodeCode Available	5
Use HiResCAM instead of Grad-CAM for faithful explanations of convolutional neural networks	Nov 17, 2020	General ClassificationImage Classification	CodeCode Available	5
FReLU: Flexible Rectified Linear Units for Improving Convolutional Neural Networks	Jun 25, 2017	image-classificationImage Classification	CodeCode Available	5
ISLE: An Intelligent Streaming Framework for High-Throughput AI Inference in Medical Imaging	May 24, 2023	Decision MakingImage Classification	CodeCode Available	5
Histogram Layers for Neural Engineered Features	Mar 25, 2024	image-classificationImage Classification	CodeCode Available	5
How Do Training Methods Influence the Utilization of Vision Models?	Oct 18, 2024	Image Classification	CodeCode Available	5
Associative Alignment for Few-shot Image Classification	Dec 11, 2019	ClassificationDomain Adaptation	CodeCode Available	5
Context-Gated Convolution	Oct 12, 2019	Action Recognitionimage-classification	CodeCode Available	5
High Definition image classification in Geoscience using Machine Learning	Sep 25, 2020	BIG-bench Machine LearningClassification	CodeCode Available	5
High-fidelity Pseudo-labels for Boosting Weakly-Supervised Segmentation	Apr 5, 2023	image-classificationImage Classification	CodeCode Available	5

Show:10 25 50

← PrevPage 172 of 417Next →

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