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 3961–3970 of 10420 papers

Title	Date	Tasks	Status
Learning Interpretable Queries for Explainable Image Classification with Information Pursuit	Dec 16, 2023	Dictionary Learningimage-classification	—Unverified
Adversarial Robustness on Image Classification with k-means	Dec 15, 2023	Adversarial RobustnessClassification	—Unverified
CLAF: Contrastive Learning with Augmented Features for Imbalanced Semi-Supervised Learning	Dec 15, 2023	Contrastive Learningimage-classification	—Unverified
Improved efficient capsule network for Kuzushiji-MNIST benchmark dataset classification	Dec 15, 2023	Image Classification	CodeCode Available
Semi-supervised Semantic Segmentation Meets Masked Modeling:Fine-grained Locality Learning Matters in Consistency Regularization	Dec 14, 2023	image-classificationImage Classification	—Unverified
Class-Wise Buffer Management for Incremental Object Detection: An Effective Buffer Training Strategy	Dec 14, 2023	class-incremental learningClass Incremental Learning	—Unverified
Weight subcloning: direct initialization of transformers using larger pretrained ones	Dec 14, 2023	image-classificationImage Classification	—Unverified
Learning Long Sequences in Spiking Neural Networks	Dec 14, 2023	image-classificationImage Classification	—Unverified
On the Image-Based Detection of Tomato and Corn leaves Diseases : An in-depth comparative experiments	Dec 14, 2023	Image Categorizationimage-classification	—Unverified
A Novel Image Classification Framework Based on Variational Quantum Algorithms	Dec 13, 2023	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