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 231240 of 10419 papers

TitleStatusHype
Comparative Analysis of Different Methods for Classifying Polychromatic Sketches0
MultiCore+TPU Accelerated Multi-Modal TinyML for Livestock Behaviour Recognition0
Pychop: Emulating Low-Precision Arithmetic in Numerical Methods and Neural NetworksCode1
Identifying regions of interest in whole slide images of renal cell carcinoma0
Memory-Modular Classification: Learning to Generalize with Memory ReplacementCode0
Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-GradientsCode0
Gaze-Guided Learning: Avoiding Shortcut Bias in Visual ClassificationCode0
Secure Diagnostics: Adversarial Robustness Meets Clinical Interpretability0
RS-RAG: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model0
Federated Learning for Medical Image Classification: A Comprehensive Benchmark0
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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