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 2081–2090 of 10420 papers

Title	Date	Tasks	Status	Hype
MaxQ: Multi-Axis Query for N:M Sparsity Network	Dec 12, 2023	image-classificationImage Classification	CodeCode Available	1
RAFIC: Retrieval-Augmented Few-shot Image Classification	Dec 11, 2023	ClassificationFew-Shot Image Classification	CodeCode Available	0
Exploiting Label Skews in Federated Learning with Model Concatenation	Dec 11, 2023	Federated Learningimage-classification	CodeCode Available	1
QuickQuakeBuildings: Post-earthquake SAR-Optical Dataset for Quick Damaged-building Detection	Dec 11, 2023	Anomaly DetectionDamaged Building Detection	CodeCode Available	1
Revisiting the Role of Label Smoothing in Enhanced Text Sentiment Classification	Dec 11, 2023	Classificationimage-classification	—Unverified	0
Initialization Matters for Adversarial Transfer Learning	Dec 10, 2023	Adversarial Robustnessimage-classification	CodeCode Available	0
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification	Dec 9, 2023	image-classificationImage Classification	CodeCode Available	1
TALDS-Net: Task-Aware Adaptive Local Descriptors Selection for Few-shot Image Classification	Dec 9, 2023	Few-Shot Image Classificationimage-classification	—Unverified	0
Subject-Based Domain Adaptation for Facial Expression Recognition	Dec 9, 2023	Domain AdaptationFacial Expression Recognition	CodeCode Available	0
Speed Up Federated Learning in Heterogeneous Environment: A Dynamic Tiering Approach	Dec 9, 2023	Federated LearningImage Classification	CodeCode Available	0

Show:10 25 50

← PrevPage 209 of 1042Next →

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