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 4101–4110 of 10420 papers

Title	Date	Tasks	Status
Estimating the Generalization in Deep Neural Networks via Sparsity	Apr 2, 2021	Image Classification	—Unverified
Guiding the retraining of convolutional neural networks against adversarial inputs	Jul 8, 2022	image-classificationImage Classification	—Unverified
Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework	Dec 3, 2022	Federated Learningimage-classification	—Unverified
DEPICT: Diffusion-Enabled Permutation Importance for Image Classification Tasks	Jul 19, 2024	Feature Importanceimage-classification	—Unverified
2^B3^C: 2 Box 3 Crop of Facial Image for Gender Classification with Convolutional Networks	Mar 5, 2018	ClassificationGender Classification	—Unverified
Dependency Decomposition and a Reject Option for Explainable Models	Dec 11, 2020	Autonomous DrivingExplainable Models	—Unverified
Density estimation in representation space to predict model uncertainty	Aug 20, 2019	Density Estimationimage-classification	—Unverified
GUIDED MCMC FOR SPARSE BAYESIAN MODELS TO DETECT RARE EVENTS IN IMAGES SANS LABELED DATA	Sep 29, 2021	image-classificationImage Classification	—Unverified
GvT: A Graph-based Vision Transformer with Talking-Heads Utilizing Sparsity, Trained from Scratch on Small Datasets	Apr 7, 2024	image-classificationImage Classification	—Unverified
GrowCLIP: Data-aware Automatic Model Growing for Large-scale Contrastive Language-Image Pre-training	Aug 22, 2023	image-classificationImage 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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified