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 7501–7525 of 10420 papers

Title	Date	Tasks	Status	Hype
Packet2Vec: Utilizing Word2Vec for Feature Extraction in Packet Data	Apr 29, 2020	General Classificationimage-classification	CodeCode Available	1
A Fast 3D CNN for Hyperspectral Image Classification	Apr 29, 2020	ClassificationGeneral Classification	CodeCode Available	1
WoodFisher: Efficient Second-Order Approximation for Neural Network Compression	Apr 29, 2020	image-classificationImage Classification	CodeCode Available	1
Deepfake Video Forensics based on Transfer Learning	Apr 29, 2020	DeepFake DetectionFace Swapping	—Unverified	0
VGGSound: A Large-scale Audio-Visual Dataset	Apr 29, 2020	image-classificationImage Classification	CodeCode Available	1
Minority Reports Defense: Defending Against Adversarial Patches	Apr 28, 2020	Adversarial AttackGeneral Classification	—Unverified	0
Integration of Leaky-Integrate-and-Fire-Neurons in Deep Learning Architectures	Apr 28, 2020	BIG-bench Machine Learningimage-classification	CodeCode Available	0
Pseudo Rehearsal using non photo-realistic images	Apr 28, 2020	image-classificationImage Classification	—Unverified	0
Identification of Cervical Pathology using Adversarial Neural Networks	Apr 28, 2020	Diagnosticimage-classification	—Unverified	0
Trainable Activation Function in Image Classification	Apr 28, 2020	ClassificationGeneral Classification	—Unverified	0
Towards Feature Space Adversarial Attack	Apr 26, 2020	Adversarial AttackAdversarial Attack Detection	CodeCode Available	1
Hyperspectral Images Classification Based on Multi-scale Residual Network	Apr 26, 2020	ClassificationGeneral Classification	—Unverified	0
How Much Off-The-Shelf Knowledge Is Transferable From Natural Images To Pathology Images?	Apr 24, 2020	General Classificationimage-classification	—Unverified	0
RAIN: A Simple Approach for Robust and Accurate Image Classification Networks	Apr 24, 2020	Adversarial DefenseGeneral Classification	CodeCode Available	0
Explicit Domain Adaptation with Loosely Coupled Samples	Apr 24, 2020	Autonomous DrivingDomain Adaptation	—Unverified	0
Quantization of Deep Neural Networks for Accumulator-constrained Processors	Apr 24, 2020	ClassificationGeneral Classification	—Unverified	0
ArchNet: Data Hiding Model in Distributed Machine Learning System	Apr 23, 2020	BIG-bench Machine LearningCloud Computing	—Unverified	0
Supervised Contrastive Learning	Apr 23, 2020	Class Incremental LearningContrastive Learning	CodeCode Available	2
Self-supervised Learning for Astronomical Image Classification	Apr 23, 2020	AstronomyBIG-bench Machine Learning	—Unverified	0
Deep Learning Classification With Noisy Labels	Apr 23, 2020	ClassificationDeep Learning	—Unverified	0
Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer Learning	Apr 22, 2020	Deep Learningimage-classification	—Unverified	0
A review: Deep learning for medical image segmentation using multi-modality fusion	Apr 22, 2020	Deep Learningimage-classification	—Unverified	0
Understanding Integrated Gradients with SmoothTaylor for Deep Neural Network Attribution	Apr 22, 2020	image-classificationImage Classification	CodeCode Available	1
Lottery Hypothesis based Unsupervised Pre-training for Model Compression in Federated Learning	Apr 21, 2020	DenoisingFederated Learning	—Unverified	0
AMC-Loss: Angular Margin Contrastive Loss for Improved Explainability in Image Classification	Apr 21, 2020	General 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	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