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 3140 of 10419 papers

TitleStatusHype
Robust Training with Data Augmentation for Medical Imaging Classification0
Efficient Transformations in Deep Learning Convolutional Neural Networks0
FedWSIDD: Federated Whole Slide Image Classification via Dataset Distillation0
Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference0
J3DAI: A tiny DNN-Based Edge AI Accelerator for 3D-Stacked CMOS Image Sensor0
Train Once, Forget Precisely: Anchored Optimization for Efficient Post-Hoc Unlearning0
DDS-NAS: Dynamic Data Selection within Neural Architecture Search via On-line Hard Example Mining applied to Image Classification0
One-Shot Neural Architecture Search with Network Similarity Directed Initialization for Pathological Image Classification0
Compositional Attribute Imbalance in Vision Datasets0
Finding Optimal Kernel Size and Dimension in Convolutional Neural Networks An Architecture Optimization Approach0
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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