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 8926–8950 of 10420 papers

Title	Date	Tasks	Status
Deep learning and face recognition: the state of the art	Feb 10, 2019	Deep LearningFace Recognition	—Unverified
Meta-Curvature	Feb 9, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available
FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary	Feb 8, 2019	General Classificationimage-classification	—Unverified
CHIP: Channel-wise Disentangled Interpretation of Deep Convolutional Neural Networks	Feb 7, 2019	image-classificationImage Classification	CodeCode Available
Robustness Of Saak Transform Against Adversarial Attacks	Feb 7, 2019	Adversarial RobustnessClassification	—Unverified
Centroid-based deep metric learning for speaker recognition	Feb 6, 2019	Few-Shot Image ClassificationFew-Shot Learning	—Unverified
Semi-supervised learning via Feedforward-Designed Convolutional Neural Networks	Feb 6, 2019	BenchmarkingGeneral Classification	—Unverified
Widely Linear Kernels for Complex-Valued Kernel Activation Functions	Feb 6, 2019	image-classificationImage Classification	—Unverified
Learning Decision Trees Recurrently Through Communication	Feb 5, 2019	Decision Makingimage-classification	—Unverified
Disguised-Nets: Image Disguising for Privacy-preserving Outsourced Deep Learning	Feb 5, 2019	Deep LearningGPU	—Unverified
Meta-Amortized Variational Inference and Learning	Feb 5, 2019	ClusteringDensity Estimation	CodeCode Available
Towards Pedestrian Detection Using RetinaNet in ECCV 2018 Wider Pedestrian Detection Challenge	Feb 4, 2019	General Classificationimage-classification	CodeCode Available
Precise Proximal Femur Fracture Classification for Interactive Training and Surgical Planning	Feb 4, 2019	ClassificationGeneral Classification	—Unverified
The Efficacy of SHIELD under Different Threat Models	Feb 1, 2019	Adversarial Attackimage-classification	—Unverified
ColorNet: Investigating the importance of color spaces for image classification	Feb 1, 2019	ClassificationGeneral Classification	CodeCode Available
Deep Learning Solutions for TanDEM-X-based Forest Classification	Feb 1, 2019	ClassificationDeep Learning	—Unverified
Adaptive Gradient for Adversarial Perturbations Generation	Feb 1, 2019	Image Classification	—Unverified
Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networks	Jan 31, 2019	ClassificationGeneral Classification	CodeCode Available
Higher-order Count Sketch: Dimensionality Reduction That Retains Efficient Tensor Operations	Jan 31, 2019	Dimensionality Reductionimage-classification	—Unverified
Probabilistic Discriminative Learning with Layered Graphical Models	Jan 31, 2019	General Classificationimage-classification	CodeCode Available
Self-Supervised Visual Representations for Cross-Modal Retrieval	Jan 31, 2019	ArticlesCross-Modal Retrieval	—Unverified
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference	Jan 30, 2019	image-classificationImage Classification	—Unverified
Evaluating Generalization Ability of Convolutional Neural Networks and Capsule Networks for Image Classification via Top-2 Classification	Jan 29, 2019	ClassificationGeneral Classification	CodeCode Available
Glyce: Glyph-vectors for Chinese Character Representations	Jan 29, 2019	Chinese Dependency ParsingChinese Named Entity Recognition	CodeCode Available
A Push-Pull Layer Improves Robustness of Convolutional Neural Networks	Jan 29, 2019	General Classificationimage-classification	—Unverified

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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