import numpy as np import matplotlib.pyplot as plt from matplotlib.patches import Patch, Wedge import matplotlib.patheffects as PathEffects # 数据 labels = [ 'SN200_ap', 'SN200_head', 'SN200_tail', 'LV-VIS_val', 'LV-VIS_test', 'OVIS', 'YTVIS19','YTVIS21','BURST', 'REAL_AR', 'REAL_mIoU', 'TOYL_AR', 'TOYL_mIoU' ] declip_value = [26.4, 28.2, 27.7, 37.7,30.9,29.3,54.8,49.1,10.1, 37.6, 72.2, 32.6, 68.7] Open3DIS_value = [23.7, 21.2, 21.8, 0, 0, 0, 0,0,0, 0, 0, 0, 0,] CLIP_VIS_value = [0, 0, 0, 32.2,25.3,18.5,42.1,37.9,8.3, 0, 0, 0, 0] oryon_value = [0, 0, 0, 0, 0, 0, 0, 0, 0, 32.2,66.5,30.3,68.1] declip_target = 40 # 自动计算归一化值 def normalize_values(target, base_values, method_values): normalized = [] for base, value in zip(base_values, method_values): if base == 0 or value == 0: normalized.append(0) else: normalized.append((value / base) * target) return normalized # 颜色设置 declip_color = '#6c4f3d' # 调深原来的颜色 Open3DIS_color = '#b04fc0' # 洋红紫 CLIP_VIS_color = '#ffc145' # 琥珀黄 oryon_color = '#3de1b5' # 青柠绿 declip = normalize_values(declip_target, declip_value, declip_value) Open3DIS = normalize_values(declip_target, declip_value, Open3DIS_value) CLIP_VIS = normalize_values(declip_target, declip_value, CLIP_VIS_value) oryon = normalize_values(declip_target, declip_value, oryon_value) # 均匀分布角度 num_labels = len(labels) angles = np.linspace(0, 2 * np.pi, num_labels, endpoint=False).tolist() angles += angles[:1] # 首尾相连 # 数据补充,首尾相连 declip = np.concatenate((declip, [declip[0]])) Open3DIS = np.concatenate((Open3DIS, [Open3DIS[0]])) CLIP_VIS = np.concatenate((CLIP_VIS, [CLIP_VIS[0]])) oryon = np.concatenate((oryon, [oryon[0]])) fig, ax = plt.subplots(figsize=(8, 8), subplot_kw=dict(polar=True)) ax.set_ylim(0, 43) # 主线与对比线条 ax.plot(angles, declip, color=declip_color, linewidth=3.2, linestyle='solid', zorder=3, path_effects=[PathEffects.withStroke(linewidth=6, foreground="white")]) ax.plot(angles, Open3DIS, color=Open3DIS_color, linewidth=2.6, linestyle='dashed', zorder=2) # 粗细调为2.6 ax.plot(angles, CLIP_VIS, color=CLIP_VIS_color, linewidth=2.6, linestyle='dashed', zorder=2) # 粗细调为2.6 ax.plot(angles, oryon, color=oryon_color, linewidth=2.6, linestyle='dashed', zorder=2) # 粗细调为2.6 ax.fill(angles, Open3DIS, color=Open3DIS_color, alpha=0.05, zorder=1) ax.fill(angles, CLIP_VIS, color=CLIP_VIS_color, alpha=0.05, zorder=1) ax.fill(angles, oryon, color=oryon_color, alpha=0.05, zorder=1) # 散点 ax.scatter(angles, declip, facecolors=declip_color, s=65, zorder=4, alpha=0.95, linewidth=1, edgecolors='white') ax.scatter(angles, Open3DIS, facecolors=Open3DIS_color, s=55, zorder=3, alpha=0.9, linewidth=0.6, edgecolors='white') ax.scatter(angles, CLIP_VIS, facecolors=CLIP_VIS_color, s=55, zorder=3, alpha=0.9, linewidth=0.6, edgecolors='white') ax.scatter(angles, oryon, facecolors=oryon_color, s=55, zorder=3, alpha=0.9, linewidth=0.6, edgecolors='white') # 极径线、主圆线 theta = np.linspace(0, 2 * np.pi, 500) ax.plot(theta, [43] * len(theta), color='black', linestyle='-', linewidth=1.5, alpha=0.7, zorder=0) ax.set_yticks([10, 20, 30, 40]) ax.set_yticklabels([]) # 不显示极径标签 # DeCLIP关键点标数值(只标非0点,白边防遮挡) for idx, (angle, val, raw_val) in enumerate(zip(angles, declip, declip_value + [declip_value[0]])): if raw_val > 0: if idx == 0 or idx == len(declip) - 1: txt = ax.text(angle+0.1, val, f'{raw_val:.1f}', color=declip_color, fontsize=12.5, fontweight='bold', ha='center', va='center', zorder=5) txt.set_path_effects([PathEffects.withStroke(linewidth=3, foreground="white")]) else: txt = ax.text(angle, val, f'{raw_val:.1f}', color=declip_color, fontsize=12.5, fontweight='bold', ha='center', va='center', zorder=5) txt.set_path_effects([PathEffects.withStroke(linewidth=3, foreground="white")]) # 只显示自定义标签,不显示角度刻度 ax.set_xticks(angles[:-1]) # 只设置你的label角度 ax.set_xticklabels(labels, fontsize=13, fontweight='bold',rotation=30, path_effects=[PathEffects.withStroke(linewidth=3, foreground="white")]) # 图例 legend_elements = [ Patch(facecolor=declip_color, edgecolor='white', label='DeCLIP (Ours)'), Patch(facecolor=Open3DIS_color, edgecolor='white', label='Open3DIS (OV3DIS SOTA)'), Patch(facecolor=CLIP_VIS_color, edgecolor='white', label='CLIP-VIS (OVVIS SOTA)'), Patch(facecolor=oryon_color, edgecolor='white', label='Oryon (OV6DP SOTA)')] ax.legend( handles=legend_elements, frameon=True, fontsize=12, loc='upper center', bbox_to_anchor=(0.5, 1.16), ncol=2, framealpha=0.1, borderaxespad=0.4, handleheight=1.3 ) plt.tight_layout() plt.savefig('radar_chart_extend.png', dpi=300, bbox_inches='tight', transparent=True)