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 4301–4325 of 10420 papers

Title	Date	Tasks	Status	Score
FReLU: Flexible Rectified Linear Units for Improving Convolutional Neural Networks	Jun 25, 2017	image-classificationImage Classification	CodeCode Available	5
Continual and Multi-Task Architecture Search	Jun 12, 2019	Continual LearningGeneral Classification	CodeCode Available	5
How Flawed Is ECE? An Analysis via Logit Smoothing	Feb 15, 2024	image-classificationImage Classification	CodeCode Available	5
Associative Alignment for Few-shot Image Classification	Dec 11, 2019	ClassificationDomain Adaptation	CodeCode Available	5
Context-Gated Convolution	Oct 12, 2019	Action Recognitionimage-classification	CodeCode Available	5
Continual Contrastive Learning for Image Classification	Jul 5, 2021	ClassificationContinual Learning	CodeCode Available	5
HOLMES: HOLonym-MEronym based Semantic inspection for Convolutional Image Classifiers	Mar 13, 2024	image-classificationImage Classification	CodeCode Available	5
From Xception to NEXcepTion: New Design Decisions and Neural Architecture Search	Dec 16, 2022	Image ClassificationNeural Architecture Search	CodeCode Available	5
FR-CapsNet: Enhancing Low-Resolution Image Classification via Frequency Routed Capsules	Jun 25, 2025	image-classificationImage Classification	CodeCode Available	5
Histopathological Image Classification based on Self-Supervised Vision Transformer and Weak Labels	Oct 17, 2022	Histopathological Image Classificationimage-classification	CodeCode Available	5
FRAIN to Train: A Fast-and-Reliable Solution for Decentralized Federated Learning	May 7, 2025	Federated Learningimage-classification	CodeCode Available	5
Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN	Jan 25, 2021	ClassificationDimensionality Reduction	CodeCode Available	5
Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning	Jun 16, 2015	ClassificationDictionary Learning	CodeCode Available	5
Homogeneous Learning: Self-Attention Decentralized Deep Learning	Oct 11, 2021	Deep LearningFederated Learning	CodeCode Available	5
Hyperspectral Image Classification via Sparse Representation With Incremental Dictionaries	Nov 6, 2019	ClassificationHyperspectral Image Classification	CodeCode Available	5
FragFake: A Dataset for Fine-Grained Detection of Edited Images with Vision Language Models	May 21, 2025	image-classificationImage Classification	CodeCode Available	5
ISLE: An Intelligent Streaming Framework for High-Throughput AI Inference in Medical Imaging	May 24, 2023	Decision MakingImage Classification	CodeCode Available	5
Fractional Max-Pooling	Dec 18, 2014	Image Classification	CodeCode Available	5
FractalNet: Ultra-Deep Neural Networks without Residuals	May 24, 2016	Image Classification	CodeCode Available	5
Assisted Perception: Optimizing Observations to Communicate State	Aug 6, 2020	image-classificationImage Classification	CodeCode Available	5
Use HiResCAM instead of Grad-CAM for faithful explanations of convolutional neural networks	Nov 17, 2020	General ClassificationImage Classification	CodeCode Available	5
Fully Convolutional Architectures for Multi-Class Segmentation in Chest Radiographs	Jan 30, 2017	image-classificationImage Classification	CodeCode Available	5
Continual Learning in Open-vocabulary Classification with Complementary Memory Systems	Jul 4, 2023	Continual Learningimage-classification	CodeCode Available	5
Cartoon Face Recognition: A Benchmark Dataset	Jul 31, 2019	Domain AdaptationFace Detection	CodeCode Available	5
Context-Aware Compilation of DNN Training Pipelines across Edge and Cloud	Dec 30, 2021	Feature CompressionImage 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	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