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 41614170 of 10420 papers

TitleStatusHype
Look-ups are not (yet) all you need for deep learning inferenceCode0
Image and Model Transformation with Secret Key for Vision Transformer0
Contrastive Deep SupervisionCode1
RE-Tagger: A light-weight Real-Estate Image Classifier0
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation LearningCode2
Adversarial Style Augmentation for Domain Generalized Urban-Scene SegmentationCode0
PCCT: Progressive Class-Center Triplet Loss for Imbalanced Medical Image Classification0
Adaptive Fine-Grained Predicates Learning for Scene Graph Generation0
Facilitated machine learning for image-based fruit quality assessmentCode0
SiaTrans: Siamese Transformer Network for RGB-D Salient Object Detection with Depth Image Classification0
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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