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 2371–2380 of 10420 papers

Title	Date	Tasks	Status	Hype
Heterogeneous Federated Learning Using Knowledge Codistillation	Oct 4, 2023	Federated Learningimage-classification	—Unverified	0
SemiReward: A General Reward Model for Semi-supervised Learning	Oct 4, 2023	Few-Shot Image ClassificationImage Classification	CodeCode Available	1
Approximately Equivariant Quantum Neural Network for p4m Group Symmetries in Images	Oct 3, 2023	image-classificationImage Classification	—Unverified	0
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuse	Oct 3, 2023	feature selectionimage-classification	CodeCode Available	0
Trainable Noise Model as an XAI evaluation method: application on Sobol for remote sensing image segmentation	Oct 3, 2023	Autonomous DrivingDecision Making	CodeCode Available	1
An evaluation of pre-trained models for feature extraction in image classification	Oct 3, 2023	Classificationimage-classification	—Unverified	0
RoFormer for Position Aware Multiple Instance Learning in Whole Slide Image Classification	Oct 3, 2023	image-classificationImage Classification	CodeCode Available	0
Extending CAM-based XAI methods for Remote Sensing Imagery Segmentation	Oct 3, 2023	Decision MakingExplainable artificial intelligence	CodeCode Available	1
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction	Oct 2, 2023	image-classificationImage Classification	CodeCode Available	2
RRR-Net: Reusing, Reducing, and Recycling a Deep Backbone Network	Oct 2, 2023	image-classificationImage 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	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