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 571580 of 10419 papers

TitleStatusHype
CrAM: A Compression-Aware MinimizerCode1
A Survey of Classical And Quantum Sequence ModelsCode1
COVID-CXNet: Detecting COVID-19 in Frontal Chest X-ray Images using Deep LearningCode1
CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale AttentionCode1
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy LabelsCode1
A Single Graph Convolution Is All You Need: Efficient Grayscale Image ClassificationCode1
Co-Tuning for Transfer LearningCode1
A Simple Semi-Supervised Learning Framework for Object DetectionCode1
Adaptive Split-Fusion TransformerCode1
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?Code1
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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