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 331340 of 10419 papers

TitleStatusHype
Enhancing Layer Attention Efficiency through Pruning Redundant Retrievals0
Disrupting Model Merging: A Parameter-Level Defense Without Sacrificing Accuracy0
Pathological Prior-Guided Multiple Instance Learning For Mitigating Catastrophic Forgetting in Breast Cancer Whole Slide Image Classification0
Data-Free Black-Box Federated Learning via Zeroth-Order Gradient Estimation0
Feature-EndoGaussian: Feature Distilled Gaussian Splatting in Surgical Deformable Scene Reconstruction0
Minion Gated Recurrent Unit for Continual Learning0
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning0
Randomized based restricted kernel machine for hyperspectral image classification0
Remote Sensing Image Classification Using Convolutional Neural Network (CNN) and Transfer Learning Techniques0
XFMamba: Cross-Fusion Mamba for Multi-View Medical 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
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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified