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 1251–1275 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
CLCC: Contrastive Learning for Color Constancy	Jun 9, 2021	Color ConstancyContrastive Learning	CodeCode Available	1	5
CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise	Nov 20, 2017	ClassificationGeneral Classification	CodeCode Available	1	5
Automated Learning Rate Scheduler for Large-batch Training	Jul 13, 2021	image-classificationImage Classification	CodeCode Available	1	5
CLCNet: Rethinking of Ensemble Modeling with Classification Confidence Network	May 19, 2022	ClassificationEnsemble Learning	CodeCode Available	1	5
Object Segmentation Without Labels with Large-Scale Generative Models	Jun 8, 2020	image-classificationImage Classification	CodeCode Available	1	5
CLIP4IDC: CLIP for Image Difference Captioning	Jun 1, 2022	Domain AdaptationImage Classification	CodeCode Available	1	5
CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data	Dec 14, 2023	Contrastive LearningFederated Learning	CodeCode Available	1	5
Aggregated Residual Transformations for Deep Neural Networks	Nov 16, 2016	Domain GeneralizationGeneral Classification	CodeCode Available	1	5
CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation	Mar 20, 2022	image-classificationImage Classification	CodeCode Available	1	5
Automatically designing CNN architectures using genetic algorithm for image classification	Aug 11, 2018	ClassificationGeneral Classification	CodeCode Available	1	5
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections	Nov 28, 2024	image-classificationImage Classification	CodeCode Available	1	5
Bilinear MLPs enable weight-based mechanistic interpretability	Oct 10, 2024	image-classificationImage Classification	CodeCode Available	1	5
Editable Neural Networks	Apr 1, 2020	Face IdentificationGeneral Classification	CodeCode Available	1	5
Efficient Classification of Very Large Images with Tiny Objects	Jun 4, 2021	ClassificationGPU	CodeCode Available	1	5
FocusNet: Classifying Better by Focusing on Confusing Classes	Oct 14, 2021	Classificationimage-classification	CodeCode Available	1	5
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters	Mar 29, 2022	Image Classification	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
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?	Apr 26, 2022	image-classificationImage Classification	CodeCode Available	1	5
All you need is a good init	Nov 19, 2015	AllImage 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
Bias Loss for Mobile Neural Networks	Jul 23, 2021	DescriptiveDiversity	CodeCode Available	1	5
BiasPruner: Debiased Continual Learning for Medical Image Classification	Jul 11, 2024	ClassificationContinual Learning	CodeCode Available	1	5
Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE	Jun 3, 2020	General Classificationimage-classification	CodeCode Available	1	5
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1	5
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification	Oct 7, 2022	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