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 2781–2790 of 10420 papers

Title	Date	Tasks	Status
Agnostic Multi-Robust Learning Using ERM	Mar 15, 2023	image-classificationImage Classification	—Unverified
Adversarial Alignment of Class Prediction Uncertainties for Domain Adaptation	Apr 12, 2018	Domain Adaptationimage-classification	—Unverified
Centroid Transformers: Learning to Abstract with Attention	Feb 17, 2021	Abstractive Text SummarizationClustering	—Unverified
Centroid-based deep metric learning for speaker recognition	Feb 6, 2019	Few-Shot Image ClassificationFew-Shot Learning	—Unverified
An Out-of-the-box Full-network Embedding for Convolutional Neural Networks	May 22, 2017	General Classificationimage-classification	—Unverified
Efficient Post-Training Augmentation for Adaptive Inference in Heterogeneous and Distributed IoT Environments	Mar 12, 2024	CPUECG Classification	—Unverified
On the Implicit Bias Towards Minimal Depth of Deep Neural Networks	Feb 18, 2022	Image ClassificationRepresentation Learning	—Unverified
4Weed Dataset: Annotated Imagery Weeds Dataset	Mar 29, 2022	Deep Learningimage-classification	—Unverified
CELNet: Evidence Localization for Pathology Images using Weakly Supervised Learning	Sep 16, 2019	Diagnosticimage-classification	—Unverified
Adversarial Doodles: Interpretable and Human-drawable Attacks Provide Describable Insights	Nov 27, 2023	Image 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	RevCol-H	Top 1 Accuracy	90	—	Unverified