The proposed loss is evaluated with two representative deep learning models, i.e., Vision Transformer and ResNet, as trustworthiness predictors. incorrect predictions by two slide-like curves that oppose each other. To improve the generalizability of trustworthiness predictors, we propose a novel steep slope loss to separate the features w.r.t.
Secondly, due to the data complexity, it is challenging to differentiate the incorrect predictions from the correct ones on real-world large-scale datasets. Firstly, correct predictions are generally dominant over incorrect predictions. In such a setting, we observe that the trustworthiness predictors trained with prior-art loss functions, i.e., the cross entropy loss, focal loss, and true class probability confidence loss, are prone to view both correct predictions and incorrect predictions to be trustworthy. In this work, we study the problem of predicting trustworthiness on real-world large-scale datasets, where the task is more challenging due to high-dimensional features, diverse visual concepts, and a large number of samples. Prior efforts have been proven to be reliable on small-scale datasets. So get on the slope and start rolling in this new 3D runner from Y8 Games.Abstract: Understanding the trustworthiness of a prediction yielded by a classifier is critical for the safe and effective use of AI models.
Slope game features the following gameplay elements: As you steer from side to side, your game plan is to avoid colliding into obstacles, keep your ball straight onto the falling slopes, speed boosting along the way and have tons of adrenaline rushed fun as you strive attain your record! The further you get, the faster you go! Easy on sight, extra challenging and fun during the run! For added challenge, the course is randomized each slopes platforms, speed boosters, obstacles and tunnels, every time you play, forcing you to constantly stay on high alert if you want to succeed. In Slope Game, you take control of a ball rolling down a steep slope. Get ready for serious speed boost as you fall downhill the never-ending surface. How far can you go without reaching the bottom? Slope, a new arcade game from Y8 games, engage you in a simple yet deadly challenge: roll down the slope for as long as possible without falling off the edge or hitting any obstacles along the way.
Welcome to Slope! Easy on start, but extra challenging and fun during the run! Y8 Games presents you Slope! Fun, addicting and endless arcade run!
0 kommentar(er)
