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 776–800 of 10419 papers

Title	Date	Tasks	Status	Hype	Score
DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets	Apr 3, 2024	Image ClassificationInductive Bias	CodeCode Available	1	5
Layer-adaptive sparsity for the Magnitude-based Pruning	Oct 15, 2020	image-classificationImage Classification	CodeCode Available	1	5
An Enhanced Scheme for Reducing the Complexity of Pointwise Convolutions in CNNs for Image Classification Based on Interleaved Grouped Filters without Divisibility Constraints	Sep 8, 2022	image-classificationImage Classification	CodeCode Available	1	5
DEUP: Direct Epistemic Uncertainty Prediction	Feb 16, 2021	Active Learningimage-classification	CodeCode Available	1	5
Breast Cancer Histopathology Image Classification and Localization using Multiple Instance Learning	Feb 16, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
An Ensemble of Simple Convolutional Neural Network Models for MNIST Digit Recognition	Aug 12, 2020	image-classificationImage Classification	CodeCode Available	1	5
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification	Oct 12, 2023	Domain Generalizationimage-classification	CodeCode Available	1	5
Efficient Classification of Very Large Images with Tiny Objects	Jun 4, 2021	ClassificationGPU	CodeCode Available	1	5
A Unified Algebraic Perspective on Lipschitz Neural Networks	Mar 6, 2023	image-classificationImage Classification	CodeCode Available	1	5
A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning	Jan 3, 2020	Continual Learningimage-classification	CodeCode Available	1	5
Bridging the Gap: Multi-Level Cross-Modality Joint Alignment for Visible-Infrared Person Re-Identification	Jul 17, 2023	Cross-Modality Person Re-identificationimage-classification	CodeCode Available	1	5
AugNet: End-to-End Unsupervised Visual Representation Learning with Image Augmentation	Jun 11, 2021	ClusteringImage Augmentation	CodeCode Available	1	5
Deep Network Ensemble Learning applied to Image Classification using CNN Trees	Jul 23, 2020	Ensemble LearningGeneral Classification	CodeCode Available	1	5
BSRBF-KAN: A combination of B-splines and Radial Basis Functions in Kolmogorov-Arnold Networks	Jun 17, 2024	Image ClassificationKolmogorov-Arnold Networks	CodeCode Available	1	5
BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification	Nov 29, 2020	Few-Shot LearningFine-Grained Image 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
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
Almost-Orthogonal Layers for Efficient General-Purpose Lipschitz Networks	Aug 5, 2022	image-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
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty	Dec 5, 2019	Domain Generalizationimage-classification	CodeCode Available	1	5
Deep Networks with Stochastic Depth	Mar 30, 2016	Image 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