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 7826–7850 of 10420 papers

Title	Date	Tasks	Status	Hype
A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning	Jan 3, 2020	Continual Learningimage-classification	CodeCode Available	1
Improve Unsupervised Domain Adaptation with Mixup Training	Jan 3, 2020	Activity RecognitionDomain Adaptation	—Unverified	0
Automated Relational Meta-learning	Jan 3, 2020	Few-Shot Image Classificationimage-classification	CodeCode Available	1
Kernelized Support Tensor Train Machines	Jan 2, 2020	BIG-bench Machine Learningimage-classification	—Unverified	0
Understanding Contrastive Representation Learning through Geometry on the Hypersphere	Jan 1, 2020	Contrastive LearningDepth Estimation	CodeCode Available	1
Towards Accurate Post-training Network Quantization via Bit-Split and Stitching	Jan 1, 2020	CPUGPU	CodeCode Available	1
Test-Time Training for Generalization under Distribution Shifts	Jan 1, 2020	image-classificationImage Classification	—Unverified	0
Interpolation between CNNs and ResNets	Jan 1, 2020	Adversarial Attackimage-classification	—Unverified	0
Inducing and Exploiting Activation Sparsity for Fast Inference on Deep Neural Networks	Jan 1, 2020	image-classificationImage Classification	—Unverified	0
Training Deep Networks with Stochastic Gradient Normalized by Layerwise Adaptive Second Moments	Jan 1, 2020	General Classificationimage-classification	—Unverified	0
UW-NET: AN INCEPTION-ATTENTION NETWORK FOR UNDERWATER IMAGE CLASSIFICATION	Jan 1, 2020	ClassificationGeneral Classification	—Unverified	0
Differentiable Architecture Compression	Jan 1, 2020	image-classificationImage Classification	—Unverified	0
Scalable NAS with Factorizable Architectural Parameters	Dec 31, 2019	image-classificationImage Classification	—Unverified	0
LayoutLM: Pre-training of Text and Layout for Document Image Understanding	Dec 31, 2019	Document AIdocument-image-classification	CodeCode Available	2
Recognizing Images with at most one Spike per Neuron	Dec 30, 2019	image-classificationImage Classification	—Unverified	0
RC-DARTS: Resource Constrained Differentiable Architecture Search	Dec 30, 2019	image-classificationImage Classification	—Unverified	0
Semi-Supervised Learning with Normalizing Flows	Dec 30, 2019	image-classificationImage Classification	CodeCode Available	0
QDNN: DNN with Quantum Neural Network Layers	Dec 29, 2019	image-classificationImage Classification	CodeCode Available	0
Mixed-Precision Quantized Neural Network with Progressively Decreasing Bitwidth For Image Classification and Object Detection	Dec 29, 2019	General Classificationimage-classification	—Unverified	0
Deep Context-Aware Kernel Networks	Dec 29, 2019	image-classificationImage Classification	—Unverified	0
Active Learning in Video Tracking	Dec 29, 2019	Active LearningComputational Efficiency	—Unverified	0
NAS evaluation is frustratingly hard	Dec 28, 2019	Image ClassificationNeural Architecture Search	CodeCode Available	0
Statistical Loss and Analysis for Deep Learning in Hyperspectral Image Classification	Dec 28, 2019	Deep LearningDiversity	CodeCode Available	0
Embedding of FRPN in CNN architecture	Dec 27, 2019	image-classificationImage Classification	—Unverified	0
Benchmarking Adversarial Robustness	Dec 26, 2019	Adversarial AttackAdversarial Robustness	—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