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 8301–8325 of 10420 papers

Title	Date	Tasks	Status	Hype
Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification	Aug 4, 2019	ClassificationFew-Shot Learning	—Unverified	0
Attentive Normalization	Aug 4, 2019	Image ClassificationInstance Segmentation	CodeCode Available	0
MoGA: Searching Beyond MobileNetV3	Aug 4, 2019	AutoMLCPU	CodeCode Available	0
Kannada-MNIST: A new handwritten digits dataset for the Kannada language	Aug 3, 2019	Image Classification	CodeCode Available	0
Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models	Aug 3, 2019	image-classificationImage Classification	CodeCode Available	0
Recognizing Image Objects by Relational Analysis Using Heterogeneous Superpixels and Deep Convolutional Features	Aug 2, 2019	Decision Makingimage-classification	—Unverified	0
Seeing is Not Believing: Camouflage Attacks on Image Scaling Algorithms	Aug 1, 2019	Data Poisoningimage-classification	CodeCode Available	0
Quality Assessment of In-the-Wild Videos	Aug 1, 2019	image-classificationImage Classification	CodeCode Available	0
Cartoon Face Recognition: A Benchmark Dataset	Jul 31, 2019	Domain AdaptationFace Detection	CodeCode Available	0
Competing Ratio Loss for Discriminative Multi-class Image Classification	Jul 31, 2019	Age EstimationClassification	—Unverified	0
Incremental Learning Techniques for Semantic Segmentation	Jul 31, 2019	Disjoint 10-1Disjoint 15-1	CodeCode Available	1
Grid Saliency for Context Explanations of Semantic Segmentation	Jul 30, 2019	image-classificationImage Classification	CodeCode Available	1
Open Set Domain Adaptation for Image and Action Recognition	Jul 30, 2019	Action RecognitionDomain Adaptation	CodeCode Available	0
Increasing Shape Bias in ImageNet-Trained Networks Using Transfer Learning and Domain-Adversarial Methods	Jul 30, 2019	image-classificationImage Classification	—Unverified	0
MoBiNet: A Mobile Binary Network for Image Classification	Jul 29, 2019	BinarizationClassification	—Unverified	0
Particle Swarm Optimisation for Evolving Deep Neural Networks for Image Classification by Evolving and Stacking Transferable Blocks	Jul 29, 2019	ClassificationGeneral Classification	—Unverified	0
Forced Spatial Attention for Driver Foot Activity Classification	Jul 27, 2019	ClassificationGeneral Classification	CodeCode Available	0
On the Design of Black-box Adversarial Examples by Leveraging Gradient-free Optimization and Operator Splitting Method	Jul 26, 2019	Adversarial AttackBayesian Optimization	CodeCode Available	0
Memory- and Communication-Aware Model Compression for Distributed Deep Learning Inference on IoT	Jul 26, 2019	image-classificationImage Classification	—Unverified	0
Context-Aware Multipath Networks	Jul 26, 2019	Image Classification	—Unverified	0
DCT-CompCNN: A Novel Image Classification Network Using JPEG Compressed DCT Coefficients	Jul 26, 2019	General Classificationimage-classification	—Unverified	0
A Group-Theoretic Framework for Data Augmentation	Jul 25, 2019	Data AugmentationImage Classification	CodeCode Available	0
MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification	Jul 25, 2019	Autonomous VehiclesClassification	CodeCode Available	0
Synthetic Augmentation and Feature-based Filtering for Improved Cervical Histopathology Image Classification	Jul 24, 2019	Data AugmentationGeneral Classification	—Unverified	0
Trading via Image Classification	Jul 23, 2019	ClassificationGeneral Classification	CodeCode Available	0

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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