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 4151–4160 of 10420 papers

Title	Date	Tasks	Status
Delay Differential Neural Networks	Dec 12, 2020	image-classificationImage Classification	—Unverified
Déjà Vu Memorization in Vision-Language Models	Feb 3, 2024	image-classificationImage Classification	—Unverified
Benchmarks for Image Classification and Other High-dimensional Pattern Recognition Problems	Jun 13, 2018	ClassificationGeneral Classification	—Unverified
Benchmarking the Robustness of Semantic Segmentation Models	Aug 14, 2019	Autonomous DrivingBenchmarking	—Unverified
Analysis of convolutional neural network image classifiers in a rotationally symmetric model	May 11, 2022	image-classificationImage Classification	—Unverified
Deformation-Invariant Neural Network and Its Applications in Distorted Image Restoration and Analysis	Oct 4, 2023	image-classificationImage Classification	—Unverified
Benchmarking Test-Time Unsupervised Deep Neural Network Adaptation on Edge Devices	Mar 21, 2022	BenchmarkingGPU	—Unverified
Deformable Gabor Feature Networks for Biomedical Image Classification	Dec 7, 2020	ClassificationDeep Learning	—Unverified
Analysis of convolutional neural network image classifiers in a hierarchical max-pooling model with additional local pooling	May 31, 2021	image-classificationImage Classification	—Unverified
Adaptive Sharpness-Aware Pruning for Robust Sparse Networks	Jun 25, 2023	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	RevCol-H	Top 1 Accuracy	90	—	Unverified