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 18411850 of 10420 papers

TitleStatusHype
Partial Search in a Frozen Network is Enough to Find a Strong Lottery Ticket0
Byzantine-Robust Federated Learning: Impact of Client Subsampling and Local Updates0
How do Hyenas deal with Human Speech? Speech Recognition and Translation with ConfHyena0
LangXAI: Integrating Large Vision Models for Generating Textual Explanations to Enhance Explainability in Visual Perception TasksCode1
Integrating kNN with Foundation Models for Adaptable and Privacy-Aware Image ClassificationCode0
Weakly Supervised Object Detection in Chest X-Rays with Differentiable ROI Proposal Networks and Soft ROI PoolingCode1
Perceiving Longer Sequences With Bi-Directional Cross-Attention TransformersCode1
CowScape: Quantitative reconstruction of the conformational landscape of biological macromolecules from cryo-EM data0
Efficient Multimodal Learning from Data-centric PerspectiveCode5
ReViT: Enhancing Vision Transformers Feature Diversity with Attention Residual ConnectionsCode1
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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