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 10311040 of 10420 papers

TitleStatusHype
Data downlink prioritization using image classification on-board a 6U CubeSat0
Text-guided Foundation Model Adaptation for Long-Tailed Medical Image Classification0
AnomalousPatchCore: Exploring the Use of Anomalous Samples in Industrial Anomaly Detection0
DCT-CryptoNets: Scaling Private Inference in the Frequency DomainCode1
MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image ClassificationCode1
On-Chip Learning with Memristor-Based Neural Networks: Assessing Accuracy and Efficiency Under Device Variations, Conductance Errors, and Input Noise0
Feature Aligning Few shot Learning Method Using Local Descriptors Weighted Rules0
Uncertainties of Latent Representations in Computer Vision0
GenFormer -- Generated Images are All You Need to Improve Robustness of Transformers on Small DatasetsCode1
Improving Nonlinear Projection Heads using Pretrained Autoencoder EmbeddingsCode0
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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