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 8501–8525 of 10420 papers

Title	Date	Tasks	Status	Hype
A Rate-Distortion Framework for Explaining Neural Network Decisions	May 27, 2019	General Classificationimage-classification	CodeCode Available	0
Defining Quantum Neural Networks via Quantum Time Evolution	May 27, 2019	image-classificationImage Classification	—Unverified	0
Derivative Manipulation for General Example Weighting	May 27, 2019	Image ClassificationRepresentation Learning	CodeCode Available	1
Shredder: Learning Noise Distributions to Protect Inference Privacy	May 26, 2019	GPUimage-classification	CodeCode Available	1
ProbAct: A Probabilistic Activation Function for Deep Neural Networks	May 26, 2019	Image Classification	CodeCode Available	1
Let's Agree to Agree: Neural Networks Share Classification Order on Real Datasets	May 26, 2019	General Classificationimage-classification	—Unverified	0
Robust Classification using Robust Feature Augmentation	May 26, 2019	BinarizationClassification	—Unverified	0
Why do These Match? Explaining the Behavior of Image Similarity Models	May 26, 2019	AttributeGeneral Classification	CodeCode Available	0
SuperCaptioning: Image Captioning Using Two-dimensional Word Embedding	May 25, 2019	ClassificationGeneral Classification	—Unverified	0
DIANet: Dense-and-Implicit Attention Network	May 25, 2019	image-classificationImage Classification	CodeCode Available	1
Bivariate Beta-LSTM	May 25, 2019	Caption GenerationDensity Estimation	CodeCode Available	0
Cold Case: The Lost MNIST Digits	May 25, 2019	AttributeImage Classification	CodeCode Available	0
Adversarial Distillation for Ordered Top-k Attacks	May 25, 2019	image-classificationImage Classification	—Unverified	0
Additive Noise Annealing and Approximation Properties of Quantized Neural Networks	May 24, 2019	image-classificationImage Classification	CodeCode Available	0
Fully Hyperbolic Convolutional Neural Networks	May 24, 2019	Depth EstimationGeneral Classification	—Unverified	0
Semi-supervised GAN for Classification of Multispectral Imagery Acquired by UAVs	May 24, 2019	ClassificationGeneral Classification	—Unverified	0
FasTrCaps: An Integrated Framework for Fast yet Accurate Training of Capsule Networks	May 24, 2019	Image ClassificationObject Detection	CodeCode Available	0
On the Learning Dynamics of Two-layer Nonlinear Convolutional Neural Networks	May 24, 2019	image-classificationImage Classification	—Unverified	0
Multi-Sample Dropout for Accelerated Training and Better Generalization	May 23, 2019	image-classificationImage Classification	CodeCode Available	0
A Direct Approach to Robust Deep Learning Using Adversarial Networks	May 23, 2019	Deep LearningGeneral Classification	CodeCode Available	0
The Convolutional Tsetlin Machine	May 23, 2019	Image Classification	CodeCode Available	0
Tucker Decomposition Network: Expressive Power and Comparison	May 23, 2019	General Classificationimage-classification	—Unverified	0
Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks	May 23, 2019	Image ClassificationObject Detection	CodeCode Available	0
Segmentation-Aware Hyperspectral Image Classification	May 22, 2019	ClassificationGeneral Classification	—Unverified	0
Fine-grained Optimization of Deep Neural Networks	May 22, 2019	image-classificationImage 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	RevCol-H	Top 1 Accuracy	90	—	Unverified