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 3211–3220 of 10420 papers

Title	Date	Tasks	Status	Hype
FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised Learning	Mar 13, 2023	Image ClassificationRemote Sensing Image Classification	CodeCode Available	1
Bag of Tricks with Quantized Convolutional Neural Networks for image classification	Mar 13, 2023	image-classificationImage Classification	—Unverified	0
Pretrained ViTs Yield Versatile Representations For Medical Images	Mar 13, 2023	image-classificationImage Classification	CodeCode Available	1
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID	Mar 13, 2023	image-classificationImage Classification	CodeCode Available	1
CrossFormer++: A Versatile Vision Transformer Hinging on Cross-scale Attention	Mar 13, 2023	image-classificationImage Classification	CodeCode Available	2
On Model Compression for Neural Networks: Framework, Algorithm, and Convergence Guarantee	Mar 13, 2023	Image ClassificationModel Compression	CodeCode Available	0
The challenge of representation learning: Improved accuracy in deep vision models does not come with better predictions of perceptual similarity	Mar 13, 2023	Classificationimage-classification	—Unverified	0
Schema Inference for Interpretable Image Classification	Mar 12, 2023	ClassificationGraph Matching	CodeCode Available	1
Adv-Bot: Realistic Adversarial Botnet Attacks against Network Intrusion Detection Systems	Mar 12, 2023	image-classificationImage Classification	—Unverified	0
RotoGBML: Towards Out-of-Distribution Generalization for Gradient-Based Meta-Learning	Mar 12, 2023	Few-Shot 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	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	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