Feb, 2023: Our paper "DNF: Decouple and Feedback Network for Seeing in the Dark" has been accepted by CVPR 2023. Apr, 2022: A single-stage version of our network has won the third place in NTIRE 2022 Night Photography Challenge. Download pretrained models from Pretrained Models, and put them in the pretrained folder.

We propose neural DNF-MT, a neuro-symbolic model for end-to-end policy learning and distillation, without requir-ing manually engineered inductive bias. It can be trained with deep actor-critic algorithms and supports end-to-end predicate invention.

The DNF model simulates basic neurocognitive processes of encoding, maintenance, and long-term memory formation that are coupled to different behavioral systems to generate behaviors...

2023年3月29日 · We train a vanilla neural DNF model similar to pix2rule's neural DNF module for multi-label classification, and we propose a novel extended model called neural DNF-EO (Exactly One) which enforces mutual exclusivity in multi-class classification.

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2021年6月30日 · Update: I was able to add more details to the model. They look much better now. Extracted from DNF Duel, original ingame bones. Also contains punching bag and carrying bag. I was unable to obtain the decal textures so those will be missing. You've seen my XPS mods, now you can get access to them.

Our neural DNF-based models are created with pix2rule's semi-symbolic layers. The vanilla neural DNF model is identical to pix2rule. This is suitable for multi-label classification because of the independence between each target label.

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2024年7月1日 · Extracted from DNF Duel. XPS/GLTF/Blend format. You've seen my XPS mods, now you can get access to them. Majority of them if not all of them were created to be used …