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 6851–6875 of 10420 papers

Title	Date	Tasks	Status	Hype
Does Data Augmentation Benefit from Split BatchNorms	Oct 15, 2020	Data Augmentationimage-classification	—Unverified	0
Layer-adaptive sparsity for the Magnitude-based Pruning	Oct 15, 2020	image-classificationImage Classification	CodeCode Available	1
LiteDepthwiseNet: An Extreme Lightweight Network for Hyperspectral Image Classification	Oct 15, 2020	ClassificationGeneral Classification	—Unverified	0
Improved Multi-Source Domain Adaptation by Preservation of Factors	Oct 15, 2020	Domain Adaptationimage-classification	—Unverified	0
QReLU and m-QReLU: Two novel quantum activation functions to aid medical diagnostics	Oct 15, 2020	image-classificationImage Classification	CodeCode Available	1
HS-ResNet: Hierarchical-Split Block on Convolutional Neural Network	Oct 15, 2020	image-classificationImage Classification	CodeCode Available	1
AdaBelief Optimizer: Adapting Stepsizes by the Belief in Observed Gradients	Oct 15, 2020	image-classificationImage Classification	CodeCode Available	2
Self-Supervised Domain Adaptation with Consistency Training	Oct 15, 2020	Domain Adaptationimage-classification	CodeCode Available	1
Ferrograph image classification	Oct 14, 2020	ClassificationData Augmentation	—Unverified	0
Effects of the Nonlinearity in Activation Functions on the Performance of Deep Learning Models	Oct 14, 2020	image-classificationImage Classification	CodeCode Available	0
An Evasion Attack against Stacked Capsule Autoencoder	Oct 14, 2020	Adversarial Attackimage-classification	CodeCode Available	0
Deep Ensembles for Low-Data Transfer Learning	Oct 14, 2020	DiversityImage Classification	—Unverified	0
Human-interpretable model explainability on high-dimensional data	Oct 14, 2020	image-classificationImage Classification	—Unverified	0
Tensor Train Factorization and Completion under Noisy Data with Prior Analysis and Rank Estimation	Oct 13, 2020	image-classificationImage Classification	CodeCode Available	0
A Very Compact Embedded CNN Processor Design Based on Logarithmic Computing	Oct 13, 2020	Edge-computingimage-classification	—Unverified	0
Are all negatives created equal in contrastive instance discrimination?	Oct 13, 2020	Allimage-classification	—Unverified	0
Training independent subnetworks for robust prediction	Oct 13, 2020	Image Classification	VerifiedCommunity Verified — 1 reproduction	1
Few-shot Action Recognition with Implicit Temporal Alignment and Pair Similarity Optimization	Oct 13, 2020	Action RecognitionFew-Shot action recognition	—Unverified	0
Robust Two-Stream Multi-Feature Network for Driver Drowsiness Detection	Oct 13, 2020	Action Detectionimage-classification	—Unverified	0
RMDL: Recalibrated multi-instance deep learning for whole slide gastric image classification	Oct 13, 2020	General Classificationimage-classification	—Unverified	0
Satellite Image Classification with Deep Learning	Oct 13, 2020	ClassificationDeep Learning	—Unverified	0
Beyond the Attention: Distinguish the Discriminative and Confusable Features For Fine-grained Image Classification	Oct 12, 2020	ClassificationFine-Grained Image Classification	—Unverified	0
Shape-Texture Debiased Neural Network Training	Oct 12, 2020	Adversarial RobustnessData Augmentation	CodeCode Available	1
CC-Loss: Channel Correlation Loss For Image Classification	Oct 12, 2020	ClassificationGeneral Classification	—Unverified	0
Webly Supervised Image Classification with Metadata: Automatic Noisy Label Correction via Visual-Semantic Graph	Oct 12, 2020	General ClassificationGraph Neural Network	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	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	RevCol-H	Top 1 Accuracy	90	—	Unverified