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 4051–4075 of 10420 papers

Title	Date	Tasks	Status	Score
Hyperspectral Image Classification with Markov Random Fields and a Convolutional Neural Network	May 1, 2017	ClassificationGeneral Classification	CodeCode Available	5
Tuned Compositional Feature Replays for Efficient Stream Learning	Apr 6, 2021	Continual LearningImage Classification	CodeCode Available	5
I Bet You Did Not Mean That: Testing Semantic Importance via Betting	May 29, 2024	Feature Importanceimage-classification	CodeCode Available	5
IDEA: Image Description Enhanced CLIP-Adapter	Jan 15, 2025	Few-Shot Image Classificationimage-classification	CodeCode Available	5
Hyperspectral Image Classification: Artifacts of Dimension Reduction on Hybrid CNN	Jan 25, 2021	ClassificationDimensionality Reduction	CodeCode Available	5
Hyperspectral Image Classification in the Presence of Noisy Labels	Sep 12, 2018	ClassificationGeneral Classification	CodeCode Available	5
Hyper-Process Model: A Zero-Shot Learning algorithm for Regression Problems based on Shape Analysis	Oct 16, 2018	General Classificationimage-classification	CodeCode Available	5
Hyperparameter Ensembles for Robustness and Uncertainty Quantification	Jun 24, 2020	Diversityimage-classification	CodeCode Available	5
Cross-Modal Alternating Learning with Task-Aware Representations for Continual Learning	Dec 7, 2023	Continual Learningimage-classification	CodeCode Available	5
HyperDID: Hyperspectral Intrinsic Image Decomposition with Deep Feature Embedding	Nov 25, 2023	ClassificationHyperspectral image analysis	CodeCode Available	5
Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-Gradients	Apr 8, 2025	Federated Learningimage-classification	CodeCode Available	5
Federated Unlearning via Class-Discriminative Pruning	Oct 22, 2021	Federated Learningimage-classification	CodeCode Available	5
Hyperspectral Image Classification via Transformer-based Spectral-Spatial Attention Decoupling and Adaptive Gating	Jun 10, 2025	ClassificationHyperspectral Image Classification	CodeCode Available	5
Attention Masks Help Adversarial Attacks to Bypass Safety Detectors	Nov 7, 2024	Adversarial Attackimage-classification	CodeCode Available	5
HyperbolicLR: Epoch insensitive learning rate scheduler	Jul 21, 2024	image-classificationImage Classification	CodeCode Available	5
HyenaPixel: Global Image Context with Convolutions	Feb 29, 2024	Image ClassificationObject Detection	CodeCode Available	5
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks	May 21, 2018	Image Classificationspeech-recognition	CodeCode Available	5
HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification	Feb 18, 2019	ClassificationGeneral Classification	CodeCode Available	5
Hyperbolic Sliced-Wasserstein via Geodesic and Horospherical Projections	Nov 18, 2022	image-classificationImage Classification	CodeCode Available	5
Hyperspectral image classification via a random patches network	May 22, 2018	ClassificationFew-Shot Image 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
Cross-domain Open-world Discovery	Jun 17, 2024	image-classificationImage Classification	CodeCode Available	5
Cross-Domain Image Classification through Neural-Style Transfer Data Augmentation	Oct 12, 2019	ClassificationData Augmentation	CodeCode Available	5
The Effectiveness of Data Augmentation in Image Classification using Deep Learning	Dec 13, 2017	Data AugmentationGeneral Classification	CodeCode Available	5
Feature Extractor Stacking for Cross-domain Few-shot Learning	May 12, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	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	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