AI-Driven Technology and Social Sciences for a Sustainable Future
... FineTuned 3.552 1.031 94.765 sdxl-1.0-finetuned FineTuned 2.579 1.029 94.192 amused-512-finetuned FineTuned 9.653 1.115 94.923 Table 7 Performance comparison of base and fine-tuned models Model Base/FineTuned FID 4.5 Computational Time ...
Medical Image Computing and Computer Assisted Intervention – MICCAI 2025
... finetuned 0.54 0.35 0.63 3.71 83.07 LLaVa - 1.6-7b finetuned dH 0.89 0.82 0.90 3.96 90.89 DeepSeek7b pretrained 0.29 0.11 0.39 1.65 65.20 DeepSeek7b finetuned 0.55 0.37 0.65 3.76 83.73 DeepSeek7b finetunedĦ 0.88 0.81 0.90 3.63 88.77 ...
Efficient Medical Artificial Intelligence
... Finetuning Data Settings. To evaluate the transferability and performance of the finetuned foundation model under different data quality scenarios, we adopted three data settings for finetuning: (1) Mixed-finetuned: using both high and ...
Computer Vision – ECCV 2024
... Finetuning Improves Model Performance. On REPLACE and SWAP, our model finetuned on hard positives and hard negatives achieves the highest augmented test accuracy and lowest brittleness, compared to our model finetuned on hard negatives ...
Personal Assistants: Emerging Computational Technologies
... finetuning ( from 4 class finetuned CNN ) □ Original Finetuning ( from 1000 class CaffeNet ) 0 200 400 600 Number of iterations 800 1000 which is the original finetuning approach . To compare this approach with chained finetuning , we ...
AI Engineering
... finetuning requires serving multiple full models . Finetuning frameworks The easiest way to finetune is to use a finetuning API where you can upload data , select a base model , and get back a finetuned model . Like model inference APIs , ...
Advances in Digital Forensics XX
... ( Fine - Tuned ) 94.50 % 91.25 % 71.00 % Attack Success Rate ( Fine - Tuned ) 52.92 % 48.30 % 46.19 % Fine - Tuning Profit -0.50 % 47.12 % 32.03 % CELE Clean Accuracy 99.35 % 93.05 % 95.35 % Attack Success Rate 41.00 % 95.86 % 100.00 ...
A Fine-Tuned Universe
... fine - tuned for the emergence of life 3. The interconnectedness of the universe , which resists reduction to its individual parts 4. The coexistence of disorder and order within the world 5. A generalized human awareness of the ...
ICANN99
... finetuning signif- icantly improves accuracy in four out of eight datasets ( Table 3 ) . We also see that though ECOC proper was worse than OPC , ECOC finetuned is better in five of the eight datasets . Similarly , ECOC finetuned is ...
Smart Engineering Systems
... Fine - tuned learning performs well . Over all 1,080 experiments with four sizes of networks and three distributions of weights , the fine - tuned learning methods produce average RMSEs that range from 5 % to 6 % lower than the RMSEs ...
Proceedings
... Fine Tuned NSAD 0.84 DCF NSAD Fine Tuned NSAD 0 20 10 60 80 100 120 140 Time ( s ) D -DCF NSAD Fine Tuned NSAD 0 100 200 W int 300 400 500 FIGURE 7 : Winit OF DCF , NSAD AND FINE TUNED NSAD OF ONE - HOP SCENE ( NODE NUMBER = 100 ) 4.2 ...
A Cell Formation Procedure Based on the Reallocation of Operations
... finetuning * cell configurations and type an appropriate option * 1 * You chose 1 KEEP IT AS IS * This combination will be stored in the Finetuned Solution Note : Option 1 is chosen for finetuning solutions 1 and 4 FINETUNING CELL ...
The Skeptical Inquirer
... fine - tuned for life . Let p ( FTIL ) be the conditional probability that a uni- verse is fine - tuned for life provided life exists in that universe . Let p ( L ) be the unconditional probability that life exists in a universe , and p ...
Piping, Supports, and Structural Dynamics
... finetuned using the experimental modal analysis ( EMA ) data . The experimental data was available at 7 different ... fine tuned model both the methods give good results . A 10 second time history with 10240 steps was applied ...
The Influence of the Anti-inflation Program on Aggregate Wages and Prices
... Fine - Tuned with Average Errors for Interval 1974 : 2- 1975 : 3 ... Wage / Price Subsector Simulation : All Equations Except PSALES and RCHW are Fine - Tuned by Null Errors over the Interval 1975 : 4-1977 : 2 .. ... All Wage / Price ...
Journal of Physics
... fine - tuned semi - random surfaces of fixed area A and with fixed projection either empty or reduced to a single multimer . Therefore the exponent a ( 2.33 ) is interpreted as a configuration exponent for these objects , namely ZA ...
Monterey Bay Area Transportation Systems Management Element
... fine - tuned as necessary . Intercommunity express service will be initiated between Watsonville- Aptos - Santa Cruz . Fiscal Year 1983-84 Existing level of service will be continued and fine - tuned as necessary . Fiscal Year 1984 ...
Containerisation International Year Book
How NYK's Fine - Tuned Cooling System warms the heart of a French farmer . Brie de France de France Brie France renommée Brie de France 1 - Brie de France NYK's Fine - Tuned Cooling System brings the delicacy of Camembert and Brie to ...
Prepared Foods
UNGERER FINE - TUNED APPLE . YOUR WAY , ANY WAY YOU SLICE IT ! An apple is an apple is an apple ? Not when food proces- sors specify apple flavors with tastes and aromas pro- prietary to their formulations . Ungerer & Company has ...
Japan Echo
... Fine - Tuned Cooling Hyo - on System . A Fine - Tuned Cooling ( FTC ) container , for example , keeps temperature and humidity absolutely stable at a precise point between 0 ° and 0.5 ° C . The produce is not frozen , but the freshness ...