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 3381–3390 of 10420 papers

Title	Date	Tasks	Status	Score
Effective Model Sparsification by Scheduled Grow-and-Prune Methods	Jun 18, 2021	image-classificationImage Classification	CodeCode Available	5
Neuro-Inspired Deep Neural Networks with Sparse, Strong Activations	Feb 26, 2022	image-classificationImage Classification	CodeCode Available	5
Deep Learning for Identifying Metastatic Breast Cancer	Jun 18, 2016	Deep LearningGeneral Classification	CodeCode Available	5
Deep Learning for Identifying Iran's Cultural Heritage Buildings in Need of Conservation Using Image Classification and Grad-CAM	Feb 28, 2023	Data Augmentationimage-classification	CodeCode Available	5
Adaptive hybrid activation function for deep neural networks	Apr 25, 2022	Activation Function Synthesisimage-classification	CodeCode Available	5
NiNformer: A Network in Network Transformer with Token Mixing Generated Gating Function	Mar 4, 2024	image-classificationImage Classification	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
Noise Adaption Network for Morse Code Image Classification	Oct 24, 2024	ClassificationDenoising	CodeCode Available	5
Improved Gradient based Adversarial Attacks for Quantized Networks	Mar 30, 2020	image-classificationImage Classification	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	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