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 2741–2750 of 10420 papers

Title	Date	Tasks	Status	Hype
Boosting the Generalization Ability for Hyperspectral Image Classification using Spectral-spatial Axial Aggregation Transformer	Jun 29, 2023	Hyperspectral Image Classificationimage-classification	—Unverified	0
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification	Jun 29, 2023	Active LearningClassification	CodeCode Available	0
BinaryViT: Pushing Binary Vision Transformers Towards Convolutional Models	Jun 29, 2023	BinarizationImage Classification	CodeCode Available	1
Cross-Inferential Networks for Source-free Unsupervised Domain Adaptation	Jun 29, 2023	Domain Adaptationimage-classification	—Unverified	0
A Structurally Regularized CNN Architecture via Adaptive Subband Decomposition	Jun 29, 2023	image-classificationImage Classification	—Unverified	0
Rapid-INR: Storage Efficient CPU-free DNN Training Using Implicit Neural Representation	Jun 29, 2023	CPUGPU	CodeCode Available	0
Does Saliency-Based Training bring Robustness for Deep Neural Networks in Image Classification?	Jun 28, 2023	image-classificationImage Classification	—Unverified	0
Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification	Jun 28, 2023	ClassificationData Augmentation	—Unverified	0
Approximated Prompt Tuning for Vision-Language Pre-trained Models	Jun 27, 2023	image-classificationImage Classification	—Unverified	0
Predictive Coding beyond Correlations	Jun 27, 2023	Bayesian InferenceCausal Discovery	—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	RevCol-H	Top 1 Accuracy	90	—	Unverified