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 141150 of 10419 papers

TitleStatusHype
Denoising Mutual Knowledge Distillation in Bi-Directional Multiple Instance Learning0
SGD-Mix: Enhancing Domain-Specific Image Classification with Label-Preserving Data Augmentation0
A Training Framework for Optimal and Stable Training of Polynomial Neural NetworksCode0
Optimal Control for Transformer Architectures: Enhancing Generalization, Robustness and Efficiency0
Humble your Overconfident Networks: Unlearning Overfitting via Sequential Monte Carlo Tempered Deep Ensembles0
CheX-DS: Improving Chest X-ray Image Classification with Ensemble Learning Based on DenseNet and Swin Transformer0
Privacy-Aware Lifelong LearningCode0
MCU: Improving Machine Unlearning through Mode Connectivity0
CLIP Embeddings for AI-Generated Image Detection: A Few-Shot Study with Lightweight Classifier0
Marigold: Affordable Adaptation of Diffusion-Based Image Generators for Image AnalysisCode7
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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