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

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Showing 3551–3560 of 10420 papers

Title	Date	Tasks	Status	Score
Deep Generalized Convolutional Sum-Product Networks	Feb 16, 2019	GPUImage Classification	CodeCode Available	5
Deep Convolutional Neural Networks for Breast Cancer Histology Image Analysis	Feb 2, 2018	Breast Cancer DetectionBreast Cancer Histology Image Classification	CodeCode Available	5
ALReLU: A different approach on Leaky ReLU activation function to improve Neural Networks Performance	Dec 11, 2020	ClassificationGeneral Classification	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	CodeCode Available	5
Impact of ImageNet Model Selection on Domain Adaptation	Feb 6, 2020	BenchmarkingDomain Adaptation	CodeCode Available	5
Deep convolutional neural networks for pedestrian detection	Oct 13, 2015	image-classificationImage Classification	CodeCode Available	5
Augmenting Deep Classifiers with Polynomial Neural Networks	Apr 16, 2021	Audio ClassificationGeneral Classification	CodeCode Available	5
AutoShrink: A Topology-aware NAS for Discovering Efficient Neural Architecture	Nov 21, 2019	GPUimage-classification	CodeCode Available	5
Image Classification with Classic and Deep Learning Techniques	May 11, 2021	ClassificationDeep Learning	CodeCode Available	5
Image Classification with CondenseNeXt for ARM-Based Computing Platforms	Jun 26, 2021	Autonomous DrivingClassification	CodeCode Available	5

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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