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 9726–9750 of 10420 papers

Title	Date	Tasks	Status	Hype
Place recognition: An Overview of Vision Perspective	Jun 17, 2017	image-classificationImage Classification	—Unverified	0
One Model To Learn Them All	Jun 16, 2017	AllImage Captioning	—Unverified	0
Face Clustering: Representation and Pairwise Constraints	Jun 15, 2017	ClusteringFace Clustering	—Unverified	0
Effective Sequential Classifier Training for SVM-based Multitemporal Remote Sensing Image Classification	Jun 15, 2017	ClassificationGeneral Classification	—Unverified	0
Hierarchical Gaussian Descriptors with Application to Person Re-Identification	Jun 14, 2017	image-classificationImage Classification	—Unverified	0
Shape-Color Differential Moment Invariants under Affine Transformations	Jun 14, 2017	General Classificationimage-classification	—Unverified	0
Confident Multiple Choice Learning	Jun 12, 2017	General Classificationimage-classification	CodeCode Available	0
Poseidon: An Efficient Communication Architecture for Distributed Deep Learning on GPU Clusters	Jun 11, 2017	GPUimage-classification	—Unverified	0
Critical Hyper-Parameters: No Random, No Cry	Jun 10, 2017	Deep Learningimage-classification	—Unverified	0
MirBot: A collaborative object recognition system for smartphones using convolutional neural networks	Jun 9, 2017	image-classificationImage Classification	—Unverified	0
Recurrent computations for visual pattern completion	Jun 7, 2017	Image Classification	CodeCode Available	0
Deep Learning: Generalization Requires Deep Compositional Feature Space Design	Jun 6, 2017	Deep LearningGeneral Classification	—Unverified	0
Deep Convolutional Decision Jungle for Image Classification	Jun 6, 2017	ClassificationFace Verification	—Unverified	0
Discriminative k-shot learning using probabilistic models	Jun 1, 2017	Few-Shot Image ClassificationGeneral Classification	—Unverified	0
DiracNets: Training Very Deep Neural Networks Without Skip-Connections	Jun 1, 2017	image-classificationImage Classification	CodeCode Available	0
Biased Importance Sampling for Deep Neural Network Training	May 31, 2017	image-classificationImage Classification	CodeCode Available	0
Controllable Invariance through Adversarial Feature Learning	May 31, 2017	General Classificationimage-classification	—Unverified	0
Robust Tracking Using Region Proposal Networks	May 30, 2017	ClassificationFeature Engineering	—Unverified	0
RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource Data	May 30, 2017	ClassificationGeneral Classification	CodeCode Available	0
Deep Learning is Robust to Massive Label Noise	May 30, 2017	Deep Learningimage-classification	—Unverified	0
Ensemble of Part Detectors for Simultaneous Classification and Localization	May 29, 2017	ClassificationClustering	—Unverified	0
Contextual Explanation Networks	May 29, 2017	Image ClassificationInterpretability Techniques for Deep Learning	CodeCode Available	0
Dilated Residual Networks	May 28, 2017	ClassificationGeneral Classification	CodeCode Available	0
Deep Metric Learning and Image Classification with Nearest Neighbour Gaussian Kernels	May 27, 2017	General Classificationimage-classification	—Unverified	0
Deep Complex Networks	May 27, 2017	Image ClassificationMusic Transcription	CodeCode Available	1

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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	RevCol-H	Top 1 Accuracy	90	—	Unverified