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 2741–2750 of 10420 papers

Title	Date	Tasks	Status
Adversarial Attacks for Optical Flow-Based Action Recognition Classifiers	Nov 28, 2018	Action RecognitionAdversarial Attack	—Unverified
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model	Nov 28, 2023	Adversarial Defenseimage-classification	—Unverified
A Novel Deep ML Architecture by Integrating Visual Simultaneous Localization and Mapping (vSLAM) into Mask R-CNN for Real-time Surgical Video Analysis	Mar 31, 2021	image-classificationImage Classification	—Unverified
Check Your Other Door! Creating Backdoor Attacks in the Frequency Domain	Sep 12, 2021	Backdoor Attackimage-classification	—Unverified
A Novel Deep Learning Architecture for Testis Histology Image Classification	Jul 18, 2017	ClassificationDeep Learning	—Unverified
Efficient Hyperparameter Importance Assessment for CNNs	Oct 11, 2024	image-classificationImage Classification	—Unverified
Efficient Large Scale Video Classification	May 22, 2015	ClassificationGeneral Classification	—Unverified
Deep Learning-Driven Approach for Handwritten Chinese Character Classification	Jan 30, 2024	ClassificationDeep Learning	—Unverified
Adversarial Attacks and Defences for Skin Cancer Classification	Dec 13, 2022	Adversarial AttackAdversarial Defense	—Unverified
Channel Pruning via Multi-Criteria based on Weight Dependency	Nov 6, 2020	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	RevCol-H	Top 1 Accuracy	90	—	Unverified