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 4081–4090 of 10420 papers

Title	Date	Tasks	Status
FENAS: Flexible and Expressive Neural Architecture Search	Nov 1, 2020	image-classificationImage Classification	—Unverified
FermiNets: Learning generative machines to generate efficient neural networks via generative synthesis	Sep 17, 2018	image-classificationImage Classification	—Unverified
Ferrograph image classification	Oct 14, 2020	ClassificationData Augmentation	—Unverified
FETCH: A Memory-Efficient Replay Approach for Continual Learning in Image Classification	Jul 17, 2024	BenchmarkingContinual Learning	—Unverified
Compressively Sensed Image Recognition	Oct 15, 2018	Compressive SensingGeneral Classification	—Unverified
AFINet: Attentive Feature Integration Networks for Image Classification	May 10, 2021	ClassificationGeneral Classification	—Unverified
Adaptive Pixel-wise Structured Sparse Network for Efficient CNNs	Oct 21, 2020	DenoisingGeneral Classification	—Unverified
Few-Shot Action Recognition with Compromised Metric via Optimal Transport	Apr 8, 2021	Action RecognitionFew-Shot action recognition	—Unverified
Group Based Deep Shared Feature Learning for Fine-grained Image Classification	Apr 4, 2020	ClassificationFine-Grained Image Classification	—Unverified
Growing Efficient Deep Networks by Structured Continuous Sparsification	Jul 30, 2020	image-classificationImage Classification	—Unverified

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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