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 29012910 of 10420 papers

TitleStatusHype
Exploring Structural Nonlinearity in Binary Polariton-Based Neuromorphic Architectures0
Mutual-energy inner product optimization method for constructing feature coordinates and image classification in Machine Learning0
AI-Compass: A Comprehensive and Effective Multi-module Testing Tool for AI Systems0
GCI-ViTAL: Gradual Confidence Improvement with Vision Transformers for Active Learning on Label Noise0
FisherMask: Enhancing Neural Network Labeling Efficiency in Image Classification Using Fisher InformationCode0
Visual-TCAV: Concept-based Attribution and Saliency Maps for Post-hoc Explainability in Image ClassificationCode0
Saliency Assisted Quantization for Neural Networks0
Is network fragmentation a useful complexity measure?0
Attention Masks Help Adversarial Attacks to Bypass Safety DetectorsCode0
Neural Fingerprints for Adversarial Attack DetectionCode0
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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