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 3611–3620 of 10420 papers

Title	Date	Tasks	Status	Hype
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification	Nov 28, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	0
Establishment of Neural Networks Robust to Label Noise	Nov 28, 2022	image-classificationImage Classification	—Unverified	0
Learning to Learn: How to Continuously Teach Humans and Machines	Nov 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Class Adaptive Network Calibration	Nov 28, 2022	image-classificationImage Classification	CodeCode Available	1
SI-GAT: A method based on improved Graph Attention Network for sonar image classification	Nov 28, 2022	Graph Attentionimage-classification	—Unverified	0
Explaining Deep Convolutional Neural Networks for Image Classification by Evolving Local Interpretable Model-agnostic Explanations	Nov 28, 2022	image-classificationImage Classification	—Unverified	0
Forged Image Detection using SOTA Image Classification Deep Learning Methods for Image Forensics with Error Level Analysis	Nov 28, 2022	Binary Classificationimage-classification	—Unverified	0
RankDNN: Learning to Rank for Few-shot Learning	Nov 28, 2022	Few-Shot Learningimage-classification	CodeCode Available	1
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification	Nov 28, 2022	Benchmarkingimage-classification	CodeCode Available	1
Context-Adaptive Deep Neural Networks via Bridge-Mode Connectivity	Nov 28, 2022	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	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