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 22912300 of 10420 papers

TitleStatusHype
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge0
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles0
Federated learning compression designed for lightweight communicationsCode0
Delayed Memory Unit: Modelling Temporal Dependency Through Delay GateCode0
LC-TTFS: Towards Lossless Network Conversion for Spiking Neural Networks with TTFS Coding0
SAMCLR: Contrastive pre-training on complex scenes using SAM for view sampling0
Are LSTMs Good Few-Shot Learners?Code0
Conditional Consistency Regularization for Semi-Supervised Multi-label Image Classification0
CLIP meets Model Zoo Experts: Pseudo-Supervision for Visual Enhancement0
Boosting for Bounding the Worst-class Error0
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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