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 9501–9525 of 10420 papers

Title	Date	Tasks	Status	Hype
Discriminative and Geometry Aware Unsupervised Domain Adaptation	Dec 28, 2017	Domain Adaptationimage-classification	—Unverified	0
Large-Scale 3D Scene Classification With Multi-View Volumetric CNN	Dec 26, 2017	ClassificationGeneral Classification	—Unverified	0
A Deep Learning Interpretable Classifier for Diabetic Retinopathy Disease Grading	Dec 21, 2017	Deep LearningGeneral Classification	—Unverified	0
Wolf in Sheep's Clothing - The Downscaling Attack Against Deep Learning Applications	Dec 21, 2017	Data PoisoningDeep Learning	—Unverified	0
BT-Nets: Simplifying Deep Neural Networks via Block Term Decomposition	Dec 15, 2017	General Classificationimage-classification	—Unverified	0
MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks on Corrupted Labels	Dec 14, 2017	Image Classification	CodeCode Available	0
A Particle Swarm Optimization-based Flexible Convolutional Auto-Encoder for Image Classification	Dec 13, 2017	General Classificationimage-classification	CodeCode Available	0
Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification	Dec 13, 2017	Action ClassificationAction Detection	CodeCode Available	0
The Effectiveness of Data Augmentation in Image Classification using Deep Learning	Dec 13, 2017	Data AugmentationGeneral Classification	CodeCode Available	0
Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer	Dec 12, 2017	Diagnosticimage-classification	—Unverified	0
Predicting Yelp Star Reviews Based on Network Structure with Deep Learning	Dec 11, 2017	Deep Learningimage-classification	CodeCode Available	0
StrassenNets: Deep Learning with a Multiplication Budget	Dec 11, 2017	Deep Learningimage-classification	CodeCode Available	0
An Architecture Combining Convolutional Neural Network (CNN) and Support Vector Machine (SVM) for Image Classification	Dec 10, 2017	General Classificationimage-classification	CodeCode Available	0
Gradient Normalization & Depth Based Decay For Deep Learning	Dec 10, 2017	Deep LearningGeneral Classification	—Unverified	0
Basic Thresholding Classification	Dec 8, 2017	ClassificationFace Identification	—Unverified	0
Defense against Adversarial Attacks Using High-Level Representation Guided Denoiser	Dec 8, 2017	Adversarial AttackAdversarial Defense	CodeCode Available	0
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs	Dec 7, 2017	image-classificationImage Classification	CodeCode Available	0
Incremental Learning in Deep Convolutional Neural Networks Using Partial Network Sharing	Dec 7, 2017	General Classificationimage-classification	—Unverified	0
Maximum Classifier Discrepancy for Unsupervised Domain Adaptation	Dec 7, 2017	Domain Adaptationimage-classification	CodeCode Available	1
Deep Gradient Compression Reduce the Communication Bandwidth For distributed Traning	Dec 5, 2017	Federated Learningimage-classification	CodeCode Available	0
OLÉ: Orthogonal Low-rank Embedding, A Plug and Play Geometric Loss for Deep Learning	Dec 5, 2017	General Classificationimage-classification	CodeCode Available	0
What's in my closet?: Image classification using fuzzy logic	Dec 5, 2017	ClassificationGeneral Classification	—Unverified	0
Successive Embedding and Classification Loss for Aerial Image Classification	Dec 5, 2017	ClassificationClustering	CodeCode Available	0
Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training	Dec 5, 2017	Federated Learningimage-classification	CodeCode Available	0
Raw Waveform-based Audio Classification Using Sample-level CNN Architectures	Dec 4, 2017	Audio ClassificationClassification	—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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified