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 2411–2420 of 10420 papers

Title	Date	Tasks	Status	Hype
Convolutional autoencoder-based multimodal one-class classification	Sep 25, 2023	ClassificationDiversity	—Unverified	0
Combining Two Adversarial Attacks Against Person Re-Identification Systems	Sep 24, 2023	image-classificationImage Classification	—Unverified	0
DFRD: Data-Free Robustness Distillation for Heterogeneous Federated Learning	Sep 24, 2023	Data-free Knowledge DistillationDiversity	—Unverified	0
Multi-modal Domain Adaptation for REG via Relation Transfer	Sep 23, 2023	Domain Adaptationimage-classification	—Unverified	0
A Unified Scheme of ResNet and Softmax	Sep 23, 2023	image-classificationImage Classification	—Unverified	0
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1
Understanding Calibration of Deep Neural Networks for Medical Image Classification	Sep 22, 2023	image-classificationImage Classification	—Unverified	0
Bridging Sensor Gaps via Attention Gated Tuning for Hyperspectral Image Classification	Sep 22, 2023	Computational EfficiencyHyperspectral Image Classification	CodeCode Available	0
Associative Transformer	Sep 22, 2023	Artificial Global WorkspaceImage Classification	CodeCode Available	0
DualToken-ViT: Position-aware Efficient Vision Transformer with Dual Token Fusion	Sep 21, 2023	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	RevCol-H	Top 1 Accuracy	90	—	Unverified