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 31813190 of 10420 papers

TitleStatusHype
Inference via Sparse Coding in a Hierarchical Vision ModelCode0
BRIDLE: Generalized Self-supervised Learning with QuantizationCode0
Deep Predictive Coding Network with Local Recurrent Processing for Object RecognitionCode0
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI gamesCode0
Improved Training Speed, Accuracy, and Data Utilization Through Loss Function OptimizationCode0
BR-NPA: A Non-Parametric High-Resolution Attention Model to improve the Interpretability of AttentionCode0
SpecRepair: Counter-Example Guided Safety Repair of Deep Neural NetworksCode0
Bayesian Concept Bottleneck Models with LLM PriorsCode0
DeepOBS: A Deep Learning Optimizer Benchmark SuiteCode0
A Multi-task Supervised Compression Model for Split ComputingCode0
Show:102550
← PrevPage 319 of 1042Next →

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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified