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 36263650 of 10420 papers

TitleStatusHype
Differentially Private Image Classification from FeaturesCode0
Relating Regularization and Generalization through the Intrinsic Dimension of Activations0
Self-Supervised Learning based on Heat Equation0
Global Meets Local: Effective Multi-Label Image Classification via Category-Aware Weak Supervision0
EurNet: Efficient Multi-Range Relational Modeling of Spatial Multi-Relational DataCode0
Data Augmentation Vision Transformer for Fine-grained Image Classification0
AugOp: Inject Transformation into Neural Operator0
ActMAD: Activation Matching to Align Distributions for Test-Time-TrainingCode1
Word-Level Representation From Bytes For Language Modeling0
SVFormer: Semi-supervised Video Transformer for Action RecognitionCode1
Don't Watch Me: A Spatio-Temporal Trojan Attack on Deep-Reinforcement-Learning-Augment Autonomous Driving0
Dynamic Loss For Robust LearningCode0
Rethinking Implicit Neural Representations for Vision Learners0
Semantic Guided Level-Category Hybrid Prediction Network for Hierarchical Image Classification0
Towards Human-Interpretable Prototypes for Visual Assessment of Image Classification Models0
Neural Dependencies Emerging from Learning Massive Categories0
Multi-Spectral Image Classification with Ultra-Lean Complex-Valued Models0
Modeling Hierarchical Structural Distance for Unsupervised Domain Adaptation0
Blind Knowledge Distillation for Robust Image ClassificationCode0
Plug and Play Active Learning for Object DetectionCode1
Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image ClassificationCode1
R2-MLP: Round-Roll MLP for Multi-View 3D Object RecognitionCode0
Learning to Generate Image Embeddings with User-level Differential Privacy0
An Algorithm for Routing Vectors in Sequences0
Frozen Overparameterization: A Double Descent Perspective on Transfer Learning of Deep Neural Networks0
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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