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 791–800 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
Deep Network Ensemble Learning applied to Image Classification using CNN Trees	Jul 23, 2020	Ensemble LearningGeneral Classification	CodeCode Available	1	5
ELSA: Enhanced Local Self-Attention for Vision Transformer	Dec 23, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1	5
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain Adaptation	Mar 16, 2023	Domain Adaptationimage-classification	CodeCode Available	1	5
Emerging Properties in Self-Supervised Vision Transformers	Apr 29, 2021	Copy DetectionImage Classification	CodeCode Available	1	5
Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE	Jun 3, 2020	General Classificationimage-classification	CodeCode Available	1	5
Cached Transformers: Improving Transformers with Differentiable Memory Cache	Dec 20, 2023	image-classificationImage Classification	CodeCode Available	1	5
Fcaformer: Forward Cross Attention in Hybrid Vision Transformer	Nov 14, 2022	Image ClassificationKnowledge Distillation	CodeCode Available	1	5
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation	Feb 7, 2018	DecoderImage Classification	CodeCode Available	1	5
Almost-Orthogonal Layers for Efficient General-Purpose Lipschitz Networks	Aug 5, 2022	image-classificationImage Classification	CodeCode Available	1	5
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty	Dec 5, 2019	Domain Generalizationimage-classification	CodeCode Available	1	5

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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	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