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 9851–9875 of 10420 papers

Title	Date	Tasks	Status	Hype
Regularizing Neural Networks by Penalizing Confident Output Distributions	Jan 23, 2017	General Classificationimage-classification	CodeCode Available	0
Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities	Jan 23, 2017	Generative Adversarial Networkimage-classification	CodeCode Available	0
A New Convolutional Network-in-Network Structure and Its Applications in Skin Detection, Semantic Segmentation, and Artifact Reduction	Jan 22, 2017	image-classificationImage Classification	—Unverified	0
Convolutional Oriented Boundaries: From Image Segmentation to High-Level Tasks	Jan 17, 2017	Boundary DetectionContour Detection	CodeCode Available	0
Auxiliary Multimodal LSTM for Audio-visual Speech Recognition and Lipreading	Jan 16, 2017	Audio-Visual Speech RecognitionAutomatic Speech Recognition	—Unverified	0
Cost-Effective Active Learning for Deep Image Classification	Jan 13, 2017	Active LearningClassification	CodeCode Available	0
An OpenCL(TM) Deep Learning Accelerator on Arria 10	Jan 13, 2017	Deep LearningGPU	—Unverified	0
Deep Learning for Logo Recognition	Jan 10, 2017	Data AugmentationDeep Learning	—Unverified	0
Classification Accuracy Improvement for Neuromorphic Computing Systems with One-level Precision Synapses	Jan 7, 2017	General Classificationimage-classification	—Unverified	0
Oriented Response Networks	Jan 7, 2017	General ClassificationImage Classification	CodeCode Available	0
Robust and Real-time Deep Tracking Via Multi-Scale Domain Adaptation	Jan 3, 2017	Domain Adaptationimage-classification	—Unverified	0
Weakly Supervised Semantic Segmentation using Web-Crawled Videos	Jan 2, 2017	image-classificationImage Classification	—Unverified	0
Dynamic Deep Neural Networks: Optimizing Accuracy-Efficiency Trade-offs by Selective Execution	Jan 2, 2017	Computational Efficiencyimage-classification	—Unverified	0
Rotation equivariant vector field networks	Dec 29, 2016	Breast Tumour ClassificationColorectal Gland Segmentation:	CodeCode Available	0
MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification	Dec 28, 2016	ClassificationGeneral Classification	—Unverified	0
An Automated CNN Recommendation System for Image Classification Tasks	Dec 27, 2016	ClassificationGeneral Classification	—Unverified	0
Steerable CNNs	Dec 27, 2016	General Classificationimage-classification	CodeCode Available	1
Wide-Slice Residual Networks for Food Recognition	Dec 20, 2016	Image Classification	CodeCode Available	0
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics	Dec 16, 2016	Brain Image Segmentationimage-classification	CodeCode Available	0
Design of Image Matched Non-Separable Wavelet using Convolutional Neural Network	Dec 15, 2016	Compressive SensingGeneral Classification	—Unverified	0
Coupling Adaptive Batch Sizes with Learning Rates	Dec 15, 2016	image-classificationImage Classification	CodeCode Available	0
The More You Know: Using Knowledge Graphs for Image Classification	Dec 14, 2016	ClassificationGeneral Classification	—Unverified	0
Analysis and Optimization of Loss Functions for Multiclass, Top-k, and Multilabel Classification	Dec 12, 2016	General Classificationimage-classification	CodeCode Available	0
Co-localization with Category-Consistent Features and Geodesic Distance Propagation	Dec 10, 2016	image-classificationImage Classification	—Unverified	0
Tensor-Dictionary Learning with Deep Kruskal-Factor Analysis	Dec 8, 2016	DenoisingDictionary Learning	—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	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified