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 14711480 of 10420 papers

TitleStatusHype
Stochastic Online Conformal Prediction with Semi-Bandit Feedback0
Semantic Equitable Clustering: A Simple and Effective Strategy for Clustering Vision Tokens0
Task agnostic continual learning with Pairwise layer architectureCode0
Markerless retro-identification complements re-identification of individual insect subjects in archived image data of biological experiments0
A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification0
Just rotate it! Uncertainty estimation in closed-source models via multiple queries0
Multimodal Adaptive Inference for Document Image Classification with Anytime Early ExitingCode0
3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification0
Decentralized Federated Learning Over Imperfect Communication Channels0
Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image ClassificationCode2
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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