SOTAVerified

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

Showing 22012250 of 10419 papers

TitleStatusHype
CleanNet: Transfer Learning for Scalable Image Classifier Training with Label NoiseCode1
Decoupled Weight Decay RegularizationCode1
Dynamic Routing Between CapsulesCode1
mixup: Beyond Empirical Risk MinimizationCode1
VisDA: The Visual Domain Adaptation ChallengeCode1
Learning to Generalize: Meta-Learning for Domain GeneralizationCode1
Robotic Pick-and-Place of Novel Objects in Clutter with Multi-Affordance Grasping and Cross-Domain Image MatchingCode1
Reversible Architectures for Arbitrarily Deep Residual Neural NetworksCode1
One-Shot Learning for Semantic SegmentationCode1
Squeeze-and-Excitation NetworksCode1
Improved Regularization of Convolutional Neural Networks with CutoutCode1
Regularizing and Optimizing LSTM Language ModelsCode1
Active Learning for Convolutional Neural Networks: A Core-Set ApproachCode1
Wavelet Convolutional Neural Networks for Texture ClassificationCode1
The iNaturalist Species Classification and Detection DatasetCode1
The Reversible Residual Network: Backpropagation Without Storing ActivationsCode1
Towards Deep Learning Models Resistant to Adversarial AttacksCode1
Deep Complex NetworksCode1
Convolutional Sequence to Sequence LearningCode1
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax DiseasesCode1
Decision Stream: Cultivating Deep Decision TreesCode1
Sparse Communication for Distributed Gradient DescentCode1
Multi-Scale Dense Networks for Resource Efficient Image ClassificationCode1
Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image ClassificationCode1
Model-Agnostic Meta-Learning for Fast Adaptation of Deep NetworksCode1
Steerable CNNsCode1
Simple and Scalable Predictive Uncertainty Estimation using Deep EnsemblesCode1
Pyramid Scene Parsing NetworkCode1
Semi-Supervised Learning with Context-Conditional Generative Adversarial NetworksCode1
Aggregated Residual Transformations for Deep Neural NetworksCode1
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationCode1
Densely Connected Convolutional NetworksCode1
Deep CORAL: Correlation Alignment for Deep Domain AdaptationCode1
Explaining Predictions of Non-Linear Classifiers in NLPCode1
Wide Residual NetworksCode1
Deep Networks with Stochastic DepthCode1
Identity Mappings in Deep Residual NetworksCode1
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model sizeCode1
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image AnnotationsCode1
Inception-v4, Inception-ResNet and the Impact of Residual Connections on LearningCode1
"Why Should I Trust You?": Explaining the Predictions of Any ClassifierCode1
Rethinking the Inception Architecture for Computer VisionCode1
All you need is a good initCode1
How Important is Weight Symmetry in Backpropagation?Code1
Evaluating the visualization of what a Deep Neural Network has learnedCode1
Training Very Deep NetworksCode1
Domain-Adversarial Training of Neural NetworksCode1
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate ShiftCode1
Deep Roto-Translation Scattering for Object ClassificationCode1
Deep Fried ConvnetsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified