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 7901–7925 of 10420 papers

Title	Date	Tasks	Status	Hype
An Empirical Study on the Relation between Network Interpretability and Adversarial Robustness	Dec 7, 2019	Adversarial RobustnessImage Classification	CodeCode Available	0
Improved Few-Shot Visual Classification	Dec 7, 2019	ClassificationFew-Shot Image Classification	—Unverified	0
ClusterFit: Improving Generalization of Visual Representations	Dec 6, 2019	Action ClassificationClustering	CodeCode Available	0
Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference	Dec 6, 2019	Image ClassificationPose Estimation	CodeCode Available	0
Sampling-Free Learning of Bayesian Quantized Neural Networks	Dec 6, 2019	image-classificationImage Classification	—Unverified	0
3D CNN with Localized Residual Connections for Hyperspectral Image Classification	Dec 6, 2019	ClassificationGeneral Classification	CodeCode Available	0
Collective Learning	Dec 5, 2019	image-classificationImage Classification	—Unverified	0
Self-Supervised Learning of Video-Induced Visual Invariances	Dec 5, 2019	Image ClassificationSelf-Supervised Learning	—Unverified	0
Scratch that! An Evolution-based Adversarial Attack against Neural Networks	Dec 5, 2019	Adversarial AttackImage Captioning	CodeCode Available	0
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty	Dec 5, 2019	Domain Generalizationimage-classification	CodeCode Available	1
An Automated Deep Learning Approach for Bacterial Image Classification	Dec 4, 2019	ClassificationDeep Learning	—Unverified	0
Efficient feature embedding of 3D brain MRI images for content-based image retrieval with deep metric learning	Dec 4, 2019	ClusteringContent-Based Image Retrieval	—Unverified	0
Domain-independent Dominance of Adaptive Methods	Dec 4, 2019	image-classificationImage Classification	CodeCode Available	0
Towards Robust Image Classification Using Sequential Attention Models	Dec 4, 2019	Adversarial RobustnessClassification	—Unverified	0
Google street view and deep learning: a new ground truthing approach for crop mapping	Dec 3, 2019	image-classificationImage Classification	—Unverified	0
On the Validity of Bayesian Neural Networks for Uncertainty Estimation	Dec 3, 2019	image-classificationImage Classification	—Unverified	0
Multi-Objective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification	Dec 3, 2019	ClassificationComputational Efficiency	CodeCode Available	1
Less Is Better: Unweighted Data Subsampling via Influence Function	Dec 3, 2019	General Classificationimage-classification	CodeCode Available	0
High-parallelism Inception-like Spiking Neural Networks for Unsupervised Feature Learning	Dec 2, 2019	General ClassificationImage Classification	CodeCode Available	1
Learning scale-variant features for robust iris authentication with deep learning based ensemble framework	Dec 2, 2019	image-classificationImage Classification	—Unverified	0
AP-Perf: Incorporating Generic Performance Metrics in Differentiable Learning	Dec 2, 2019	General Classificationimage-classification	CodeCode Available	0
Discriminative Joint Probability Maximum Mean Discrepancy (DJP-MMD) for Domain Adaptation	Dec 1, 2019	Domain AdaptationGeneral Classification	CodeCode Available	0
ObjectNet: A large-scale bias-controlled dataset for pushing the limits of object recognition models	Dec 1, 2019	BIG-bench Machine LearningImage Classification	—Unverified	0
Efficient Neural Architecture Transformation Search in Channel-Level for Object Detection	Dec 1, 2019	image-classificationImage Classification	—Unverified	0
STAR-Caps: Capsule Networks with Straight-Through Attentive Routing	Dec 1, 2019	ClassificationGeneral Classification	—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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified