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 1451–1475 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
Learning From Noisy Labels By Regularized Estimation Of Annotator Confusion	Feb 10, 2019	image-classificationImage Classification	CodeCode Available	1	5
Maximum Likelihood with Bias-Corrected Calibration is Hard-To-Beat at Label Shift Adaptation	Jan 21, 2019	Diabetic Retinopathy DetectionDomain Adaptation	CodeCode Available	1	5
Generative Latent Implicit Conditional Optimization when Learning from Small Sample	Mar 31, 2020	Conditional Image GenerationData Augmentation	CodeCode Available	1	5
Learning Invariances in Neural Networks	Oct 22, 2020	image-classificationImage Classification	CodeCode Available	1	5
Explaining in Style: Training a GAN to explain a classifier in StyleSpace	Apr 27, 2021	image-classificationImage Classification	CodeCode Available	1	5
Learning Representational Invariances for Data-Efficient Action Recognition	Mar 30, 2021	Action RecognitionData Augmentation	CodeCode Available	1	5
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning	Mar 15, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1	5
Deep Factorized Metric Learning	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1	5
AdaScale SGD: A User-Friendly Algorithm for Distributed Training	Jul 9, 2020	image-classificationImage Classification	CodeCode Available	1	5
Deep Fast Vision: A Python Library for Accelerated Deep Transfer Learning Vision Prototyping	Nov 10, 2023	Deep Learningimage-classification	CodeCode Available	1	5
An Analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks	Jan 27, 2022	ClassificationEnsemble Learning	CodeCode Available	1	5
Deep Fast Vision: Accelerated Deep Transfer Learning Vision Prototyping and Beyond	Apr 26, 2023	AutoMLImage Classification	CodeCode Available	1	5
Revisiting the Importance of Amplifying Bias for Debiasing	May 29, 2022	Attributeimage-classification	CodeCode Available	1	5
Bias Loss for Mobile Neural Networks	Jul 23, 2021	DescriptiveDiversity	CodeCode Available	1	5
Learning to Combine Top-Down and Bottom-Up Signals in Recurrent Neural Networks with Attention over Modules	Jun 30, 2020	image-classificationImage Classification	CodeCode Available	1	5
BiasPruner: Debiased Continual Learning for Medical Image Classification	Jul 11, 2024	ClassificationContinual Learning	CodeCode Available	1	5
Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image Classification	Mar 23, 2017	General ClassificationHyperspectral Image Classification	CodeCode Available	1	5
Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification	Nov 30, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1	5
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification	Oct 7, 2022	Classificationimage-classification	CodeCode Available	1	5
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case	Apr 24, 2021	image-classificationImage Classification	CodeCode Available	1	5
A General Regret Bound of Preconditioned Gradient Method for DNN Training	Jan 1, 2023	image-classificationImage Classification	CodeCode Available	1	5
Deep Hyperspectral Unmixing using Transformer Network	Mar 31, 2022	DecoderHyperspectral Image Classification	CodeCode Available	1	5
Object Segmentation Without Labels with Large-Scale Generative Models	Jun 8, 2020	image-classificationImage Classification	CodeCode Available	1	5
Explaining and Harnessing Adversarial Examples	Dec 20, 2014	Image Classification	CodeCode Available	1	5
Explaining Latent Representations with a Corpus of Examples	Oct 28, 2021	image-classificationImage 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