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 731740 of 10419 papers

TitleStatusHype
HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image ClassificationCode1
Semantic segmentation on multi-resolution optical and microwave data using deep learning0
ScaleKD: Strong Vision Transformers Could Be Excellent TeachersCode2
Can KAN Work? Exploring the Potential of Kolmogorov-Arnold Networks in Computer Vision0
Deep Active Learning in the Open World0
Exploring Structural Nonlinearity in Binary Polariton-Based Neuromorphic Architectures0
AI-Compass: A Comprehensive and Effective Multi-module Testing Tool for AI Systems0
Mutual-energy inner product optimization method for constructing feature coordinates and image classification in Machine Learning0
GCI-ViTAL: Gradual Confidence Improvement with Vision Transformers for Active Learning on Label Noise0
Visual-TCAV: Concept-based Attribution and Saliency Maps for Post-hoc Explainability in Image ClassificationCode0
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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