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 2761–2770 of 10420 papers

Title	Date	Tasks	Status	Hype
Exploring Data Redundancy in Real-world Image Classification through Data Selection	Jun 25, 2023	Active LearningContinual Learning	CodeCode Available	0
Comparing the Efficacy of Fine-Tuning and Meta-Learning for Few-Shot Policy Imitation	Jun 23, 2023	Few-Shot Image ClassificationFew-Shot Imitation Learning	CodeCode Available	0
Meta-Gating Framework for Fast and Continuous Resource Optimization in Dynamic Wireless Environments	Jun 23, 2023	image-classificationImage Classification	—Unverified	0
Towards quantum enhanced adversarial robustness in machine learning	Jun 22, 2023	Adversarial RobustnessComputational Efficiency	—Unverified	0
To Spike or Not to Spike? A Quantitative Comparison of SNN and CNN FPGA Implementations	Jun 22, 2023	image-classificationImage Classification	—Unverified	0
Data-Free Backbone Fine-Tuning for Pruned Neural Networks	Jun 22, 2023	2D Human Pose Estimationimage-classification	CodeCode Available	0
Towards Reliable Evaluation and Fast Training of Robust Semantic Segmentation Models	Jun 22, 2023	Adversarial Robustnessimage-classification	CodeCode Available	1
Training Transformers with 4-bit Integers	Jun 21, 2023	image-classificationImage Classification	CodeCode Available	1
Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference	Jun 21, 2023	image-classificationImage Classification	CodeCode Available	0
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking	Jun 21, 2023	Adversarial RobustnessBenchmarking	—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