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 39513975 of 10420 papers

TitleStatusHype
Identification of Stone Deterioration Patterns with Large Multimodal ModelsCode0
Identifying Bias in Deep Neural Networks Using Image TransformsCode0
Augmenting Data with Mixup for Sentence Classification: An Empirical StudyCode0
iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual RecognitionCode0
IDEA: Image Description Enhanced CLIP-AdapterCode0
Identifying Transients in the Dark Energy Survey using Convolutional Neural NetworksCode0
iCAR: Bridging Image Classification and Image-text Alignment for Visual RecognitionCode0
CompactNet: Platform-Aware Automatic Optimization for Convolutional Neural NetworksCode0
DAC: Data-free Automatic Acceleration of Convolutional NetworksCode0
A Large-Scale Empirical Study on Improving the Fairness of Image Classification ModelsCode0
Cartoon Face Recognition: A Benchmark DatasetCode0
D3GU: Multi-Target Active Domain Adaptation via Enhancing Domain AlignmentCode0
I Bet You Did Not Mean That: Testing Semantic Importance via BettingCode0
Learning Representations by Maximizing Mutual Information Across ViewsCode0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging ClassificationCode0
I-CEE: Tailoring Explanations of Image Classification Models to User ExpertiseCode0
Pre-trained Encoder Inference: Revealing Upstream Encoders In Downstream Machine Learning ServicesCode0
Hyperspectral Image Classification With Contrastive Graph Convolutional NetworkCode0
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent DataCode0
Augmented Balanced Image Dataset Generator Using AugStatic LibraryCode0
HyperZZW Operator Connects Slow-Fast Networks for Full Context InteractionCode0
Improving Deep Neural Network Classification Confidence using Heatmap-based eXplainable AICode0
SRM : A Style-based Recalibration Module for Convolutional Neural NetworksCode0
Hyperspectral Image Classification via Sparse Representation With Incremental DictionariesCode0
Show:102550
← PrevPage 159 of 417Next →

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