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 4301–4310 of 10420 papers

Title	Date	Tasks	Status	Hype
Uni-Perceiver-MoE: Learning Sparse Generalist Models with Conditional MoEs	Jun 9, 2022	Image CaptioningImage Classification	CodeCode Available	2
Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness Constraint	Jun 9, 2022	image-classificationImage Classification	—Unverified	0
Uncovering bias in the PlantVillage dataset	Jun 9, 2022	Bias DetectionDeep Learning	CodeCode Available	0
OOD Augmentation May Be at Odds with Open-Set Recognition	Jun 9, 2022	Diversityimage-classification	—Unverified	0
Learning to generate imaginary tasks for improving generalization in meta-learning	Jun 9, 2022	image-classificationImage Classification	—Unverified	0
Neural Prompt Search	Jun 9, 2022	Few-Shot LearningImage Classification	CodeCode Available	2
S3Net: Spectral–Spatial Siamese Network for Few-Shot Hyperspectral Image Classification	Jun 8, 2022	ClassificationHyperspectral Image Classification	CodeCode Available	1
FixCaps: An Improved Capsules Network for Diagnosis of Skin Cancer	Jun 8, 2022	image-classificationImage Classification	CodeCode Available	1
Gradient Obfuscation Gives a False Sense of Security in Federated Learning	Jun 8, 2022	Federated Learningimage-classification	—Unverified	0
MobileOne: An Improved One millisecond Mobile Backbone	Jun 8, 2022	Efficient Neural NetworkGaze Estimation	CodeCode Available	2

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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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified