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 23212330 of 10307 papers

TitleStatusHype
Enhanced Motion-Text Alignment for Image-to-Video Transfer Learning0
Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods0
C2KD: Bridging the Modality Gap for Cross-Modal Knowledge Distillation0
Unveiling the Unknown: Unleashing the Power of Unknown to Known in Open-Set Source-Free Domain AdaptationCode0
MMA: Multi-Modal Adapter for Vision-Language ModelsCode2
Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identificationCode1
Cross-Dimension Affinity Distillation for 3D EM Neuron SegmentationCode0
Self-supervised learning for skin cancer diagnosis with limited training dataCode0
Federated Class-Incremental Learning with New-Class Augmented Self-DistillationCode1
Balanced Multi-modal Federated Learning via Cross-Modal Infiltration0
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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