A survey on lora of large language models
Y Mao, Y Ge, Y Fan, W Xu, Y Mi, Z Hu… - Frontiers of Computer …, 2025 - Springer
Abstract Low-Rank Adaptation (LoRA), which updates the dense neural network layers with
pluggable low-rank matrices, is one of the best performed parameter efficient fine-tuning …
pluggable low-rank matrices, is one of the best performed parameter efficient fine-tuning …
Motiondirector: Motion customization of text-to-video diffusion models
Large-scale pre-trained diffusion models have exhibited remarkable capabilities in diverse
video generations. Given a set of video clips of the same motion concept, the task of Motion …
video generations. Given a set of video clips of the same motion concept, the task of Motion …
Customizing text-to-image models with a single image pair
Art reinterpretation is the practice of creating a variation of a reference work, making a paired
artwork that exhibits a distinct artistic style. We ask if such an image pair can be used to …
artwork that exhibits a distinct artistic style. We ask if such an image pair can be used to …
Videoshop: Localized semantic video editing with noise-extrapolated diffusion inversion
We introduce Videoshop, a training-free video editing algorithm for localized semantic edits.
Videoshop allows users to use any editing software, including Photoshop and generative …
Videoshop allows users to use any editing software, including Photoshop and generative …
Spectral motion alignment for video motion transfer using diffusion models
The evolution of diffusion models has greatly impacted video generation and understanding.
Particularly, text-to-video diffusion models (VDMs) have significantly facilitated the …
Particularly, text-to-video diffusion models (VDMs) have significantly facilitated the …
Motrans: Customized motion transfer with text-driven video diffusion models
Existing pretrained text-to-video (T2V) models have demonstrated impressive abilities in
generating realistic videos with basic motion or camera movement. However, these models …
generating realistic videos with basic motion or camera movement. However, these models …
OmniCreator: Self-Supervised Unified Generation with Universal Editing
We introduce OmniCreator, a novel framework that can conduct text-prompted unified
(image+ video) generation as well as editing all in one place. OmniCreator acquires …
(image+ video) generation as well as editing all in one place. OmniCreator acquires …
Human motion video generation: A survey
Human motion video generation has garnered significant research interest due to its broad
applications, enabling innovations such as photorealistic singing heads or dynamic avatars …
applications, enabling innovations such as photorealistic singing heads or dynamic avatars …
A Survey on Personalized Content Synthesis with Diffusion Models
Recent advancements in generative models have significantly impacted content creation,
leading to the emergence of Personalized Content Synthesis (PCS). With a small set of user …
leading to the emergence of Personalized Content Synthesis (PCS). With a small set of user …
VFX Creator: Animated Visual Effect Generation with Controllable Diffusion Transformer
Crafting magic and illusions is one of the most thrilling aspects of filmmaking, with visual
effects (VFX) serving as the powerhouse behind unforgettable cinematic experiences. While …
effects (VFX) serving as the powerhouse behind unforgettable cinematic experiences. While …