SOTAVerified

Transfer Learning

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

( Image credit: Subodh Malgonde )

Papers

Showing 23512360 of 10307 papers

TitleStatusHype
SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction0
Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding0
Towards Foundation Models for Critical Care Time Series0
Glo-In-One-v2: Holistic Identification of Glomerular Cells, Tissues, and Lesions in Human and Mouse HistopathologyCode0
Deep Learning for Motion Classification in Ankle Exoskeletons Using Surface EMG and IMU Signals0
Deep Learning for automated multi-scale functional field boundaries extraction using multi-date Sentinel-2 and PlanetScope imagery: Case Study of Netherlands and Pakistan0
Partial Knowledge Distillation for Alleviating the Inherent Inter-Class Discrepancy in Federated Learning0
Trans-Glasso: A Transfer Learning Approach to Precision Matrix Estimation0
Knowledge Transfer Across Modalities with Natural Language Supervision0
LAGUNA: LAnguage Guided UNsupervised Adaptation with structured spaces0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2Unverified
2DFA-ENTAccuracy69.2Unverified
3DFA-SAFNAccuracy69.1Unverified
4EasyTLAccuracy63.3Unverified
5MEDAAccuracy60.3Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95Unverified