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 10011010 of 10420 papers

TitleStatusHype
Multi-Modal Adapter for Vision-Language ModelsCode0
Can language-guided unsupervised adaptation improve medical image classification using unpaired images and texts?Code0
ReSpike: Residual Frames-based Hybrid Spiking Neural Networks for Efficient Action RecognitionCode0
FC-KAN: Function Combinations in Kolmogorov-Arnold NetworksCode1
Robust Clustering on High-Dimensional Data with Stochastic QuantizationCode0
Evaluation and Comparison of Visual Language Models for Transportation Engineering ProblemsCode0
Enhancing Fine-Grained Visual Recognition in the Low-Data Regime Through Feature Magnitude RegularizationCode0
One-Index Vector Quantization Based Adversarial Attack on Image Classification0
Edge AI: Evaluation of Model Compression Techniques for Convolutional Neural Networks0
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image ClassificationCode1
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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