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 22912300 of 10420 papers

TitleStatusHype
J3DAI: A tiny DNN-Based Edge AI Accelerator for 3D-Stacked CMOS Image Sensor0
Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference0
FedWSIDD: Federated Whole Slide Image Classification via Dataset Distillation0
Compositional Attribute Imbalance in Vision Datasets0
Train Once, Forget Precisely: Anchored Optimization for Efficient Post-Hoc Unlearning0
One-Shot Neural Architecture Search with Network Similarity Directed Initialization for Pathological Image Classification0
DDS-NAS: Dynamic Data Selection within Neural Architecture Search via On-line Hard Example Mining applied to Image Classification0
Finding Optimal Kernel Size and Dimension in Convolutional Neural Networks An Architecture Optimization Approach0
Evaluating Cell Type Inference in Vision Language Models Under Varying Visual ContextCode0
Cross-architecture universal feature coding via distribution alignment0
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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
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
10RevCol-HTop 1 Accuracy90Unverified