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 1701–1710 of 10420 papers

Title	Date	Tasks	Status	Hype
Learning with SASQuaTCh: a Novel Variational Quantum Transformer Architecture with Kernel-Based Self-Attention	Mar 21, 2024	image-classificationImage Classification	—Unverified	0
Tensor network compressibility of convolutional models	Mar 21, 2024	image-classificationImage Classification	—Unverified	0
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images	Mar 21, 2024	Data Augmentationimage-classification	—Unverified	0
Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations	Mar 21, 2024	image-classificationImage Classification	—Unverified	0
LayoutLLM: Large Language Model Instruction Tuning for Visually Rich Document Understanding	Mar 21, 2024	document-image-classificationDocument Image Classification	—Unverified	0
SynerMix: Synergistic Mixup Solution for Enhanced Intra-Class Cohesion and Inter-Class Separability in Image Classification	Mar 21, 2024	image-classificationImage Classification	CodeCode Available	0
Leveraging feature communication in federated learning for remote sensing image classification	Mar 20, 2024	ClassificationFederated Learning	—Unverified	0
Bridge the Modality and Capability Gaps in Vision-Language Model Selection	Mar 20, 2024	Capacity Estimationimage-classification	—Unverified	0
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining	Mar 20, 2024	Aerial Scene ClassificationBuilding change detection for remote sensing images	CodeCode Available	3
Building Optimal Neural Architectures using Interpretable Knowledge	Mar 20, 2024	image-classificationImage Classification	CodeCode Available	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