21 citations · 61 across the 8 of their papers we have counts for
8 papers
Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression
Shuochen Chang, Qingyang Liu, Shaobo Wang +8
Large language models achieve high reasoning performance via explicit chain-of-thought and reinforcement learning, but require long output sequences and extended inference time. La…
Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering
Zhaohe Liao, Jiangtong Li, Li Niu +1
Despite the recent progress made in Video Question-Answering (VideoQA), these methods typically function as black-boxes, making it difficult to understand their reasoning processes…
Deep Image Harmonization in Dual Color Spaces
Linfeng Tan, Jiangtong Li, Li Niu +1
Image harmonization is an essential step in image composition that adjusts the appearance of composite foreground to address the inconsistency between foreground and background. Ex…
Painterly Image Harmonization using Diffusion Model
Lingxiao Lu, Jiangtong Li, Junyan Cao +2
Painterly image harmonization aims to insert photographic objects into paintings and obtain artistically coherent composite images. Previous methods for this task mainly rely on in…
From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering
Jiangtong Li, Li Niu, Liqing Zhang
Video understanding has achieved great success in representation learning, such as video caption, video object grounding, and video descriptive question-answer. However, current me…
Fast Object Placement Assessment
Li Niu, Qingyang Liu, Zhenchen Liu +1
Object placement assessment (OPA) aims to predict the rationality score of a composite image in terms of the placement (e.g., scale, location) of inserted foreground object. Howeve…
OPA: Object Placement Assessment Dataset
Liu Liu, Zhenchen Liu, Bo Zhang +4
Image composition aims to generate realistic composite image by inserting an object from one image into another background image, where the placement (e.g., location, size, occlusi…
Fast Neural Chinese Word Segmentation for Long Sentences
Sufeng Duan, Jiangtong Li, Hai Zhao
Rapidly developed neural models have achieved competitive performance in Chinese word segmentation (CWS) as their traditional counterparts. However, most of methods encounter the c…