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 3176–3200 of 10420 papers

Title	Date	Tasks	Status	Score
Deep Online Probability Aggregation Clustering	Jul 7, 2024	ClusteringDeep Clustering	CodeCode Available	5
Seesaw-Net: Convolution Neural Network With Uneven Group Convolution	May 9, 2019	image-classificationImage Classification	CodeCode Available	5
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	5
Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes	May 9, 2025	Classificationimage-classification	CodeCode Available	5
On the Viability of Monocular Depth Pre-training for Semantic Segmentation	Mar 26, 2022	Depth EstimationDepth Prediction	CodeCode Available	5
Does resistance to style-transfer equal Global Shape Bias? Measuring network sensitivity to global shape configuration	Oct 11, 2023	Image ClassificationObject Recognition	CodeCode Available	5
BRIDLE: Generalized Self-supervised Learning with Quantization	Feb 4, 2025	image-classificationImage Classification	CodeCode Available	5
Improving model calibration with accuracy versus uncertainty optimization	Dec 14, 2020	image-classificationImage Classification	CodeCode Available	5
Improving Shift Invariance in Convolutional Neural Networks with Translation Invariant Polyphase Sampling	Apr 11, 2024	image-classificationImage Classification	CodeCode Available	5
Information Competing Process for Learning Diversified Representations	Jun 4, 2019	General Classificationimage-classification	CodeCode Available	5
Deep Predictive Coding Network with Local Recurrent Processing for Object Recognition	May 19, 2018	image-classificationImage Classification	CodeCode Available	5
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models	Nov 27, 2023	General Knowledgeimage-classification	CodeCode Available	5
BR-NPA: A Non-Parametric High-Resolution Attention Model to improve the Interpretability of Attention	Jun 4, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	5
SpecRepair: Counter-Example Guided Safety Repair of Deep Neural Networks	Jun 3, 2021	Classificationimage-classification	CodeCode Available	5
MCA: Moment Channel Attention Networks	Mar 4, 2024	image-classificationImage Classification	CodeCode Available	5
Bayesian Concept Bottleneck Models with LLM Priors	Oct 21, 2024	Image Classificationtabular-classification	CodeCode Available	5
DeepOBS: A Deep Learning Optimizer Benchmark Suite	Mar 13, 2019	BenchmarkingDeep Learning	CodeCode Available	5
A Multi-task Supervised Compression Model for Split Computing	Jan 2, 2025	Edge-computingimage-classification	CodeCode Available	5
Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints	May 12, 2019	General Classificationimage-classification	CodeCode Available	5
Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance	Mar 27, 2025	Computational EfficiencyFederated Learning	CodeCode Available	5
Deep Object Co-segmentation via Spatial-Semantic Network Modulation	Nov 29, 2019	General Classificationimage-classification	CodeCode Available	5
Adaptive Neuron-wise Discriminant Criterion and Adaptive Center Loss at Hidden Layer for Deep Convolutional Neural Network	Apr 17, 2020	Face RecognitionGeneral Classification	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5
BayesFT: Bayesian Optimization for Fault Tolerant Neural Network Architecture	Sep 30, 2022	Bayesian Optimizationimage-classification	CodeCode Available	5
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function Optimization	May 27, 2019	AutoMLimage-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	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