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 36613670 of 10420 papers

TitleStatusHype
Robustness and Visual Explanation for Black Box Image, Video, and ECG Signal Classification with Reinforcement Learning0
Tiny Models are the Computational Saver for Large ModelsCode0
Boosting Few-Shot Learning with Disentangled Self-Supervised Learning and Meta-Learning for Medical Image Classification0
Task2Box: Box Embeddings for Modeling Asymmetric Task RelationshipsCode0
Enhancing Neural Network Representations with Prior Knowledge-Based NormalizationCode0
Histogram Layers for Neural Engineered FeaturesCode0
Assessing the Performance of Deep Learning for Automated Gleason Grading in Prostate Cancer0
CBGT-Net: A Neuromimetic Architecture for Robust Classification of Streaming DataCode0
Leveraging Deep Learning and Xception Architecture for High-Accuracy MRI Classification in Alzheimer Diagnosis0
Multi-Task Learning with Multi-Task Optimization0
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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
10RevCol-HTop 1 Accuracy90Unverified