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 29712980 of 10420 papers

TitleStatusHype
Alternating Gradient Descent and Mixture-of-Experts for Integrated Multimodal Perception0
Explainable Knowledge Distillation for On-device Chest X-Ray Classification0
Architectural Vision for Quantum Computing in the Edge-Cloud ContinuumCode0
Fashion CUT: Unsupervised domain adaptation for visual pattern classification in clothes using synthetic data and pseudo-labels0
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide ImagesCode1
Investigating the Corruption Robustness of Image Classifiers with Random Lp-norm CorruptionsCode0
DC3DCD: unsupervised learning for multiclass 3D point cloud change detectionCode1
Semantic Embedded Deep Neural Network: A Generic Approach to Boost Multi-Label Image Classification Performance0
LABO: Towards Learning Optimal Label Regularization via Bi-level Optimization0
Creative Discovery using QD SearchCode0
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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