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 3521–3530 of 10420 papers

Title	Date	Tasks	Status	Score
Immiscible Color Flows in Optimal Transport Networks for Image Classification	May 4, 2022	Classificationimage-classification	CodeCode Available	5
Calibrated Top-1 Uncertainty estimates for classification by score based models	Mar 21, 2019	General ClassificationImage Classification	CodeCode Available	5
Soft ascent-descent as a stable and flexible alternative to flooding	Oct 16, 2023	Binary ClassificationImage Classification	CodeCode Available	5
Improving Classification Neural Networks by using Absolute activation function (MNIST/LeNET-5 example)	Apr 23, 2023	Image Classification	CodeCode Available	5
CKD: Contrastive Knowledge Distillation from A Sample-wise Perspective	Apr 22, 2024	Contrastive Learningimage-classification	CodeCode Available	5
Performance of GAN-based augmentation for deep learning COVID-19 image classification	Apr 18, 2023	Data AugmentationImage Augmentation	CodeCode Available	5
Deep-Dup: An Adversarial Weight Duplication Attack Framework to Crush Deep Neural Network in Multi-Tenant FPGA	Nov 5, 2020	Adversarial AttackCloud Computing	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	CodeCode Available	5
ImageNot: A contrast with ImageNet preserves model rankings	Apr 2, 2024	image-classificationImage Classification	CodeCode Available	5
Adaptive Cross-Modal Few-Shot Learning	Feb 19, 2019	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	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	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