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 2351–2360 of 10420 papers

Title	Date	Tasks	Status	Hype
What do larger image classifiers memorise?	Oct 9, 2023	image-classificationImage Classification	—Unverified	0
Progressive Neural Compression for Adaptive Image Offloading under Timing Constraints	Oct 8, 2023	image-classificationImage Classification	CodeCode Available	1
Enhancing Representations through Heterogeneous Self-Supervised Learning	Oct 8, 2023	image-classificationImage Classification	—Unverified	0
Tight Certified Robustness via Min-Max Representations of ReLU Neural Networks	Oct 7, 2023	image-classificationImage Classification	—Unverified	0
Activate and Reject: Towards Safe Domain Generalization under Category Shift	Oct 7, 2023	Domain Generalizationimage-classification	—Unverified	0
PriViT: Vision Transformers for Fast Private Inference	Oct 6, 2023	image-classificationImage Classification	CodeCode Available	0
A privacy-preserving method using secret key for convolutional neural network-based speech classification	Oct 6, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Why Do We Need Weight Decay in Modern Deep Learning?	Oct 6, 2023	Deep Learningimage-classification	CodeCode Available	1
TiC: Exploring Vision Transformer in Convolution	Oct 6, 2023	image-classificationImage Classification	CodeCode Available	1
Improved Baselines with Visual Instruction Tuning	Oct 5, 2023	Factual Inconsistency Detection in Chart CaptioningImage Classification	CodeCode Available	6

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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