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 3826–3850 of 10420 papers

Title	Date	Tasks	Status	Score
Aligning Explanations with Human Communication	May 21, 2025	image-classificationImage Classification	CodeCode Available	5
Image Classification of Melanoma, Nevus and Seborrheic Keratosis by Deep Neural Network Ensemble	Mar 9, 2017	General Classificationimage-classification	CodeCode Available	5
Image Classification with Classic and Deep Learning Techniques	May 11, 2021	ClassificationDeep Learning	CodeCode Available	5
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuse	Oct 3, 2023	feature selectionimage-classification	CodeCode Available	5
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data	Jun 7, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks	Jun 1, 2018	image-classificationImage Classification	CodeCode Available	5
Accelerating Training of Deep Neural Networks with a Standardization Loss	Mar 3, 2019	image-classificationImage Classification	CodeCode Available	5
ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation	Oct 7, 2016	Aesthetics Quality AssessmentDomain Adaptation	CodeCode Available	5
Exploring Alternatives to Softmax Function	Nov 23, 2020	General Classificationimage-classification	CodeCode Available	5
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks	Aug 22, 2022	AllCross-Modal Retrieval	CodeCode Available	5
Data-Free Backbone Fine-Tuning for Pruned Neural Networks	Jun 22, 2023	2D Human Pose Estimationimage-classification	CodeCode Available	5
A Universal Knowledge Embedded Contrastive Learning Framework for Hyperspectral Image Classification	Apr 2, 2024	ClassificationContrastive Learning	CodeCode Available	5
Self-Supervised Learning from Non-Object Centric Images with a Geometric Transformation Sensitive Architecture	Apr 17, 2023	image-classificationImage Classification	CodeCode Available	5
Data-Efficient Training of CNNs and Transformers with Coresets: A Stability Perspective	Mar 3, 2023	BenchmarkingImage Classification	CodeCode Available	5
Data-Efficient Language Shaped Few-shot Image Classification	Nov 1, 2021	ClassificationFew-Shot Image Classification	CodeCode Available	5
On the Limitations of Temperature Scaling for Distributions with Overlaps	Jun 1, 2023	Data AugmentationForm	CodeCode Available	5
A Lightweight Privacy-Preserving Scheme Using Label-based Pixel Block Mixing for Image Classification in Deep Learning	May 19, 2021	Data AugmentationDeep Learning	CodeCode Available	5
Image-Caption Encoding for Improving Zero-Shot Generalization	Feb 5, 2024	image-classificationImage Classification	CodeCode Available	5
A Unified View of Masked Image Modeling	Oct 19, 2022	image-classificationImage Classification	CodeCode Available	5
Identifying Transients in the Dark Energy Survey using Convolutional Neural Networks	Mar 18, 2022	Astronomyimage-classification	CodeCode Available	5
Identifying Adversarially Attackable and Robust Samples	Jan 30, 2023	Active LearningAdversarial Attack	CodeCode Available	5
Identifying Bias in Deep Neural Networks Using Image Transforms	Dec 17, 2024	image-classificationImage Classification	CodeCode Available	5
Exploring Gradient Flow Based Saliency for DNN Model Compression	Oct 24, 2021	Denoisingimage-classification	CodeCode Available	5
IDEA: Image Description Enhanced CLIP-Adapter	Jan 15, 2025	Few-Shot Image Classificationimage-classification	CodeCode Available	5
Model Input-Output Configuration Search with Embedded Feature Selection for Sensor Time-series and Image Classification	Oct 26, 2023	Computational EfficiencyDecoder	CodeCode Available	5

Show:10 25 50

← PrevPage 154 of 417Next →

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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified