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 2061–2070 of 10420 papers

Title	Date	Tasks	Status	Hype
CLAF: Contrastive Learning with Augmented Features for Imbalanced Semi-Supervised Learning	Dec 15, 2023	Contrastive Learningimage-classification	—Unverified	0
Improving Cross-domain Few-shot Classification with Multilayer Perceptron	Dec 15, 2023	ClassificationCross-Domain Few-Shot	CodeCode Available	1
Learning Long Sequences in Spiking Neural Networks	Dec 14, 2023	image-classificationImage Classification	—Unverified	0
Weight subcloning: direct initialization of transformers using larger pretrained ones	Dec 14, 2023	image-classificationImage Classification	—Unverified	0
Semi-supervised Semantic Segmentation Meets Masked Modeling:Fine-grained Locality Learning Matters in Consistency Regularization	Dec 14, 2023	image-classificationImage Classification	—Unverified	0
CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data	Dec 14, 2023	Contrastive LearningFederated Learning	CodeCode Available	1
Class-Wise Buffer Management for Incremental Object Detection: An Effective Buffer Training Strategy	Dec 14, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
On the Image-Based Detection of Tomato and Corn leaves Diseases : An in-depth comparative experiments	Dec 14, 2023	Image Categorizationimage-classification	—Unverified	0
Agent Attention: On the Integration of Softmax and Linear Attention	Dec 14, 2023	Computational Efficiencyimage-classification	CodeCode Available	2
Contractive error feedback for gradient compression	Dec 13, 2023	Federated LearningGPU	—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	RevCol-H	Top 1 Accuracy	90	—	Unverified