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 29112920 of 10420 papers

TitleStatusHype
DiffCLIP: Leveraging Stable Diffusion for Language Grounded 3D Classification0
Image as First-Order Norm+Linear Autoregression: Unveiling Mathematical Invariance0
Triplet Knowledge Distillation0
Lightweight Learner for Shared Knowledge Lifelong LearningCode1
ISLE: An Intelligent Streaming Framework for High-Throughput AI Inference in Medical ImagingCode0
Detection of Non-uniformity in Parameters for Magnetic Domain Pattern Generation by Machine Learning0
Frequency maps reveal the correlation between Adversarial Attacks and Implicit BiasCode0
Dual Path Transformer with Partition Attention0
SUVR: A Search-based Approach to Unsupervised Visual Representation Learning0
Training on Thin Air: Improve Image Classification with Generated DataCode1
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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