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 3676–3700 of 10420 papers

Title	Date	Tasks	Status	Score
Decoupled Greedy Learning of CNNs	Jan 23, 2019	image-classificationImage Classification	CodeCode Available	5
ImageNet Classification with Deep Convolutional Neural Networks	Dec 1, 2012	General ClassificationGPU	CodeCode Available	5
Soft ascent-descent as a stable and flexible alternative to flooding	Oct 16, 2023	Binary ClassificationImage Classification	CodeCode Available	5
Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation	Feb 29, 2024	counterfactualimage-classification	CodeCode Available	5
Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion models	Sep 8, 2023	Brain DecodingEEG	CodeCode Available	5
Image Classification with Hierarchical Multigraph Networks	Jul 21, 2019	ClassificationGeneral Classification	CodeCode Available	5
Image Classification with Classic and Deep Learning Techniques	May 11, 2021	ClassificationDeep Learning	CodeCode Available	5
Automated wildlife image classification: An active learning tool for ecological applications	Mar 28, 2023	Active Learningimage-classification	CodeCode Available	5
Decision-making and control with diffractive optical networks	Dec 21, 2022	Autonomous DrivingCar Racing	CodeCode Available	5
Evaluating Generalization Ability of Convolutional Neural Networks and Capsule Networks for Image Classification via Top-2 Classification	Jan 29, 2019	ClassificationGeneral Classification	CodeCode Available	5
Adaptive aggregation of Monte Carlo augmented decomposed filters for efficient group-equivariant convolutional neural network	May 17, 2023	Denoisingimage-classification	CodeCode Available	5
Image Classification with CondenseNeXt for ARM-Based Computing Platforms	Jun 26, 2021	Autonomous DrivingClassification	CodeCode Available	5
Decision Forests, Convolutional Networks and the Models in-Between	Mar 3, 2016	image-classificationImage Classification	CodeCode Available	5
Evaluating ResNeXt Model Architecture for Image Classification	May 9, 2018	ClassificationGeneral Classification	CodeCode Available	5
Evaluating Supervision Levels Trade-Offs for Infrared-Based People Counting	Nov 20, 2023	image-classificationImage Classification	CodeCode Available	5
DecisioNet: A Binary-Tree Structured Neural Network	Jul 3, 2022	Image Classification	CodeCode Available	5
Automated Seed Quality Testing System using GAN & Active Learning	Oct 2, 2021	Active LearningGenerative Adversarial Network	CodeCode Available	5
Automated Search for Configurations of Deep Neural Network Architectures	Apr 9, 2019	image-classificationImage Classification	CodeCode Available	5
Evaluating the Adversarial Robustness of Semantic Segmentation: Trying Harder Pays Off	Jul 12, 2024	Adversarial Robustnessimage-classification	CodeCode Available	5
DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation	Aug 1, 2024	Attributeimage-classification	CodeCode Available	5
Allowing humans to interactively guide machines where to look does not always improve human-AI team's classification accuracy	Apr 8, 2024	Feature Importanceimage-classification	CodeCode Available	5
Policy-Based Federated Learning	Mar 14, 2020	Federated Learningimage-classification	CodeCode Available	5
Image classification in frequency domain with 2SReLU: a second harmonics superposition activation function	Jun 18, 2020	General Classificationimage-classification	CodeCode Available	5
Image-Caption Encoding for Improving Zero-Shot Generalization	Feb 5, 2024	image-classificationImage Classification	CodeCode Available	5
Image classification and retrieval with random depthwise signed convolutional neural networks	Jun 15, 2018	General Classificationimage-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